diff --git "a/job_new.json" "b/job_new.json"
new file mode 100644--- /dev/null
+++ "b/job_new.json"
@@ -0,0 +1,128141 @@
+{
+    "in_dir": "WhiteRabbitNeo-33B-v1.5",
+    "out_dir": "quant",
+    "cal_dataset": "wikitext-test.parquet",
+    "bits": 3.0,
+    "dataset_rows": 100,
+    "measurement_rows": 16,
+    "length": 2048,
+    "measurement_length": 2048,
+    "head_bits": 6,
+    "shard_size": 8192,
+    "compile_full": null,
+    "rope_scale": null,
+    "rope_alpha": null,
+    "output_measurement": null,
+    "progress": "finished",
+    "cal_filename": "quant/cal_data.safetensors",
+    "last_module_idx": 126,
+    "measurement": {
+        "model.layers.0.self_attn": [
+            {
+                "accuracy": 0.971493678400293,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9725488377735019,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9734474027063698,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9854064951650798,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9864610508666374,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986498188751284,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924895256117452,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925293193082325,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930000500462484,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934836478787474,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931278857111465,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935528235509992,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936850733065512,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941496377286967,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996542528286227,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970595097402111,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980092914847773,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983776154185762,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993979248938558,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.0.mlp": [
+            {
+                "accuracy": 0.9691387029597536,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9709790293127298,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9772842669626698,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9804273614427075,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860917216865346,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872737626428716,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906159452511929,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918173235782888,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992687124904478,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930117800249718,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993938317784341,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963961832690984,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969448195624864,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977421977528138,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982014601264382,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990153945218481,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992585052968934,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.1.self_attn": [
+            {
+                "accuracy": 0.9618820459581912,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9646442299708724,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9686775883892551,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9815541004063562,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982314687455073,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9825996786821634,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893235148629174,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897215731907636,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990438879292924,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908971621189266,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911732273758389,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917195990565233,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922523807908874,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928375718882307,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956537976977415,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963339509122306,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970946427783929,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980070187448291,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990774886355211,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.1.mlp": [
+            {
+                "accuracy": 0.9685246595181525,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.969445469439961,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9783020373433828,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9816329312743619,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9855460306862369,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866698642726988,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911800707050133,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922327989770565,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931806528766174,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925428048009053,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935313905880321,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961715089593781,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996718267299002,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978920514331548,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980355352890911,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990719275374431,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992781222354097,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.2.self_attn": [
+            {
+                "accuracy": 0.9613558040000498,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.963588213082403,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9659302592044696,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9685748994816095,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9761168061522767,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9773712969617918,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861777903861366,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870977952959947,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988055310503114,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886085450416431,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987022957240697,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883553629042581,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924497971951496,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931523796403781,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956729898258345,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965761665953323,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996163161311415,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986220512146247,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990938593218743,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.2.mlp": [
+            {
+                "accuracy": 0.9748752193991095,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9752700967947021,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9817559896619059,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9839462190284394,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9774877340532839,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9787458406062797,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9800639778841287,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924970683059655,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9818990100175142,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901391950552352,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926674064190593,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966124804777792,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995751334936358,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979014459095197,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974289082165342,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977947425431921,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980439889623085,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.3.self_attn": [
+            {
+                "accuracy": 0.9795013157417998,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9799063437385485,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840082596056163,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866469917469658,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885785568621941,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890562554937787,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899138031178154,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903624611906707,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913724426878616,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919598934357055,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944043928990141,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948189922142774,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947191248065792,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950753265875392,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970526205725037,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974256005516509,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973057432216592,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990955666471564,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992854132397042,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.3.mlp": [
+            {
+                "accuracy": 0.9706209992291406,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9711715100565925,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9770885382313281,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9787107001757249,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9858300210325979,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869678049581125,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893167007248849,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928266366478056,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935043517325539,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992833733529551,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937240227591246,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963371087360429,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968734056164976,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99806543593877,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981283333399915,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998631540191127,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994700196002668,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.4.self_attn": [
+            {
+                "accuracy": 0.9726843984099105,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9734865537611768,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9779372216435149,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9822785065043718,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9850672734901309,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9855519451666623,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987464884237852,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878850558889098,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896668650908396,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899899152223952,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924755048123188,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930963439983316,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992963502620114,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935727289703209,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996184788964456,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967573617614107,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966216415486997,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987115910334978,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990767329982191,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.4.mlp": [
+            {
+                "accuracy": 0.9636206936556846,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9643170326016843,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9711052480852231,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9730574246495962,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982251241512131,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836821187636815,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9864209981751628,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909503177914303,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918022696510889,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910101634741295,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921363731264137,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954089679231402,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960810961056268,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975602107297163,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976589552097721,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982441698812181,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993391422503919,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.5.self_attn": [
+            {
+                "accuracy": 0.9724772565532476,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9733154556015506,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9785885503515601,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9834040906862356,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9858301585773006,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9856290579191409,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885755659779534,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883803902193904,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890850110095926,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891734517877921,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923174006107729,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928873086464591,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928520188259427,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932816439541057,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961708905466367,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964809513039654,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996655079521588,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984323368335026,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990935956411704,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.5.mlp": [
+            {
+                "accuracy": 0.9592057771515101,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9600505689159036,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9673740466823801,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9695329102687538,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9800396714126691,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9816517514409497,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846155727282166,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897882333607413,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907308756373823,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898887186427601,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911551633558702,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948360025300644,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955931267904816,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972442375292303,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997370354263694,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979987001424888,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992527756367053,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.6.self_attn": [
+            {
+                "accuracy": 0.9620037481654435,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9630184713751078,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9670918072806671,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9740164157701656,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9812085935845971,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9813384449807927,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98586779483594,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857827523373999,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870046525611542,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873904701089486,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906445068772882,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911559001193382,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913167567574419,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918477555620484,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953450380126014,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995937059255084,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962745707744034,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981470240672934,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989925949994358,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.6.mlp": [
+            {
+                "accuracy": 0.9541692335624248,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9551407769322395,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9632415527012199,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9657865344779566,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9774186093127355,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9792288306634873,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9826225588330999,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883520674775355,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9894369195681065,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885549314785749,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899807754554786,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941609527741093,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99500537593849,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996865072651417,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970299984561279,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977392619621241,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991436125237669,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.7.self_attn": [
+            {
+                "accuracy": 0.9596789164934307,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9608841934241354,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9685169813456014,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9759633053326979,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9797554138349369,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.979258568608202,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9842713899561204,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9835984696401283,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9856180849601515,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9868324047420174,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898610633099452,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909739923314191,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908615699969232,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919320652552415,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950442724802997,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958563008258352,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958964712568559,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979948844775208,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998929649227648,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.7.mlp": [
+            {
+                "accuracy": 0.9528909253422171,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.953852852107957,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9626667506527156,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9654641624074429,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9767084388295189,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9785943293245509,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9822675521718338,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879303668858483,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890857727732509,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881688376772217,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896570562850684,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939552286232356,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948391491780058,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967455143050756,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969238710909849,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977025266125565,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991028650983935,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.8.self_attn": [
+            {
+                "accuracy": 0.953398727811873,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9550451028626412,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9601237780880183,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.968572732177563,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9766256347065791,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9765431424602866,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982576139154844,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824030693853274,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9847200908116065,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859093388658948,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886619648314081,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897082999814302,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896227527060546,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905417748959735,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942876757704653,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995249618368689,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995432492083637,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997631401536637,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988587257830659,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.8.mlp": [
+            {
+                "accuracy": 0.9494182460475713,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9504326791502535,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9599798780400306,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9630878106690943,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9748293837765232,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9768469262635335,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9809250417165458,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869381410535425,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988199568586424,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987227970676031,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988826742162928,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934893340978306,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944315579195973,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964990722946823,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966946495696902,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997549176128814,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999047252087621,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.9.self_attn": [
+            {
+                "accuracy": 0.9526195006910712,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9540585740469396,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9597296509891748,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9678149375831708,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9767408107873052,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9770715609192848,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9826686350861564,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9830581157002598,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9834046991891228,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.984572290442884,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880357079091482,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888631323119625,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888036610209383,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900176575756632,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941170573001727,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949472347507253,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952188049792312,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977458813373232,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987615828722483,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.9.mlp": [
+            {
+                "accuracy": 0.9442431430798024,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9453739521559328,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9558797189965844,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9592496233526617,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9721953307744116,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9744392217835411,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9789248930756003,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9855801836820319,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869688457692973,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9858686437364668,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9876427770359442,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927841764001641,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993838170543313,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961222329584416,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963288455473958,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972607867239276,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989305735070957,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.10.self_attn": [
+            {
+                "accuracy": 0.953442583559081,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9552931494545192,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9605823180172592,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9714438929222524,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9758655776968226,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9771038668695837,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833044440019876,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9849087267066352,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9852681650081649,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860906485118903,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884322179132141,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890364499296993,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898067408357747,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904073041980155,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941131559025962,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952802844636608,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954801308049355,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975815904181218,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987895753220073,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.10.mlp": [
+            {
+                "accuracy": 0.9443871618714184,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9454369810409844,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9563877158798277,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9598984667100012,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9721505205379799,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9743959550978616,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.979091557324864,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9855377428466454,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869534193421714,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9858320241910405,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9876002341043204,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927585258265026,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938138299621642,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961185635038419,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963212803268107,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973209517775103,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989439676428447,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.11.self_attn": [
+            {
+                "accuracy": 0.9413178879767656,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9427404913585633,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9477624443825334,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9577655806206167,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9712854300159961,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9714909601025283,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9801664900733158,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9801408229395747,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980845931917429,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9822314557386562,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9850226517883129,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859611422289163,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9862889312207699,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873714914429002,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924550630094018,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934890252770856,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994019787030993,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970909170660889,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984780419545132,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.11.mlp": [
+            {
+                "accuracy": 0.9342678932007402,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9356183563359082,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9477310003712773,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9517088120337576,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9671523567521945,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9697914965217933,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9750217092223465,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9829297245014459,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9845764070632868,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833123288117349,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985399101045914,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914844094892032,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927156943595037,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954136761371046,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956695808505174,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967742281005485,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987373893527547,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.12.self_attn": [
+            {
+                "accuracy": 0.9478435062337667,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9497137204743922,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9551725555211306,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.967182450927794,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9726210990920663,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9741403616499156,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9815455484203994,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836851074360311,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840705713722855,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848093690816313,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866420439793728,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872767121414654,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881977724144235,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887177469790913,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931803049403243,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944735512544867,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948245792475063,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972437403048389,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998638658929849,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.12.mlp": [
+            {
+                "accuracy": 0.9311071136035025,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9324891678988934,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.944933888502419,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9490251669194549,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.965522916521877,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9682875650469214,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9736747788265347,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9820872503332794,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9838021419709548,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824932530755177,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846701712231152,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910698712337762,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923555819259491,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995192750764545,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954686487326398,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996614572184626,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986933377003879,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.13.self_attn": [
+            {
+                "accuracy": 0.9435532931238413,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9458008075598627,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9517329866066575,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9614269628655165,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9713418504688889,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9719359311275184,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9789627632126212,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9799914205214009,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9818677757866681,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828543625771999,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9851478207856417,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985508874990046,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9863978202920407,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9868959140731022,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915865177172236,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928754557622597,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928313698910642,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968440360098612,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980274909758009,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.13.mlp": [
+            {
+                "accuracy": 0.9283743789419532,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9298274447210133,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9425569355953485,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9467353085055947,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9641166760120541,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9669955091085285,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9725264954613522,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981352150789462,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9831433140207082,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9817671594209969,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840325536206365,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906915071187541,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920329003070947,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994984802644467,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952669129706919,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964366786880419,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986077774738078,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.14.self_attn": [
+            {
+                "accuracy": 0.9539075009524822,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.955505111720413,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9603689901996404,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9698485422413796,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9763669826788828,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.977147331694141,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841587517876178,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985290203418117,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861848534783348,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865787230664864,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880643124924973,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988673567539081,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892954567912966,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898922178545035,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993798676179722,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947268364194315,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951724463026039,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974360164051177,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986969025267172,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.14.mlp": [
+            {
+                "accuracy": 0.9282934693619609,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9297420117072761,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9422192210331559,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9462853679433465,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9639973768498749,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.966900798259303,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9723484995774925,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9813572919229046,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.983135954127647,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9817115168552846,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9839998311945237,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906691515934654,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920173526043072,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949846051749773,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995252403896302,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963774566422217,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986118967790389,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.15.self_attn": [
+            {
+                "accuracy": 0.9390464657917619,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.941226729657501,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.948121111607179,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9621090055443347,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9695145939476788,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9702738041523844,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9801463091280311,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981154371635057,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9821013455512002,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9833247303031385,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9847296938532963,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853860592120327,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986454586032778,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874038868001662,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924699949624483,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935117365093902,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944253518769983,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967885941587156,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998515699262498,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.15.mlp": [
+            {
+                "accuracy": 0.9312692615203559,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.932649549562484,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9445822963025421,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9483966324478388,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.965438996674493,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.968203938100487,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9733473479282111,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982083520386368,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9837893355870619,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824179449351504,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846014476497658,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910239828750491,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923118835140485,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951727833831683,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954338273091707,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965278152812971,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986679145149537,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.16.self_attn": [
+            {
+                "accuracy": 0.9440857109148055,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9457483277656138,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9516400357242674,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9632129170931876,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9712437664857134,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9723174162209034,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9810270322486758,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9825935792177916,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9830419400241226,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9844100018381141,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9855304579250515,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860175173380412,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9868939891457558,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879565355950035,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926976079004817,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938703579246067,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945096526644193,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970503239746904,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985287142335437,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.16.mlp": [
+            {
+                "accuracy": 0.9326348202303052,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9340084223076701,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9455583770759404,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9492199067026377,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9660702564287931,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.968815800617449,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9737793282838538,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824496210785583,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.984118600958027,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9827385881217197,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9849000863614492,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911888082860969,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924666100996546,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952731001540087,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995509982254589,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996567623980809,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986927465943154,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.17.self_attn": [
+            {
+                "accuracy": 0.9449886754155159,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9463763849344105,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9519464350305498,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9625798643101007,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9719434679718688,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.972677826997824,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9816693383036181,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9826931266579777,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9838466676301323,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9845105687854812,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9858819874934852,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865395075175911,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873964544967748,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879398813354783,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927784772880841,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938914950180333,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945491176040377,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970996881020255,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985293945865124,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.17.mlp": [
+            {
+                "accuracy": 0.9331953045912087,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9346464495174587,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9455390542279929,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9489451192785054,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9665550321806222,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9692783056525514,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9738431352889165,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9827276789583266,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9843583297915757,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98301688185893,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985152330074925,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913357823970728,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925923033733852,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953314910526387,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955883823276963,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965383352973731,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986923527467297,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.18.self_attn": [
+            {
+                "accuracy": 0.9552954426035285,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9568391484208405,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9615169535391033,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9696752660674974,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9770864261081442,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9779937723651528,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9844198942300864,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857713805977255,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865330841275863,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872999308281578,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885130111360922,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.989050277217757,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896823178860359,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990304154693149,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940497056522872,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950498090765905,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954225805413444,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976865562202875,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988036599752377,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.18.mlp": [
+            {
+                "accuracy": 0.9316326058469713,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9331176267005503,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.943971992470324,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9473605866078287,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9658287726342678,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9686060162493959,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9731218210654333,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9822801569243893,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9839422056102194,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9826076868921518,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9847480875905603,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911071454407647,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923845411394723,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951966812950559,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954628476989456,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963920090667671,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986528185836505,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.19.self_attn": [
+            {
+                "accuracy": 0.9529328101780266,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9545405912213027,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9599017319269478,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9679405055940151,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9752315339865163,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9759506062837318,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828963866457343,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9837044684682041,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9847256386419758,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985486407589633,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878863075282425,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884952193242498,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892303394153714,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.989712978946045,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939729736652225,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948642168601509,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995391101547284,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975814236531733,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987852709673462,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.19.mlp": [
+            {
+                "accuracy": 0.9361346424557269,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9381542175542563,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.946921682683751,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9498358452692628,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9685351389925927,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9711248602252454,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9752119682962075,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9837667531101033,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853024369804189,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841344730812125,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860784242046066,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918833293486387,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930371703230776,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955805830832105,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958580739621539,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996709781626123,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987147083302261,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.20.self_attn": [
+            {
+                "accuracy": 0.9566225952003151,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9581872925627977,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.963238661410287,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9721243247622624,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9780117539921775,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9783976902253926,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9862521239556372,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866219375398941,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874258269555867,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879357825848274,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889645539806224,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895646453951485,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904149771318771,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909882164793089,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947150051884819,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954897554125637,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962692593835527,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977872927556746,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989978105077171,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.20.mlp": [
+            {
+                "accuracy": 0.9408414647914469,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9421634881291538,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9511020565405488,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9539499301463366,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.970336138503626,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9727438620757312,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9764979217434302,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846027722232975,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860227010212839,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848833956639282,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9867649329826236,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922553506621625,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933675270585809,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957878736022394,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960553281125613,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996824245667085,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988105584925506,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.21.self_attn": [
+            {
+                "accuracy": 0.9553671861067414,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.957024387549609,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9617924434132874,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9710082958918065,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9774308816995472,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9780174171319231,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857492579612881,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9864977757097222,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872553189634345,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987682779377792,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886526587652043,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892921829014085,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899985713418573,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907056370866485,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945180453069042,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953564699389972,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996133315959014,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977233250683639,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989314163176459,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.21.mlp": [
+            {
+                "accuracy": 0.941610891604796,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.942899378715083,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9517611251212656,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9545955979265273,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9707092826720327,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9730922372546047,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9768287222832441,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848529779119417,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9862574363360181,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9851229378255084,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869862680789083,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924135697947349,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993505563121289,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959084940346656,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961323608004022,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969092692772392,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988472215482034,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.22.self_attn": [
+            {
+                "accuracy": 0.9618839956820011,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.96316076698713,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9674842129461467,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9748026031302288,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9807019839063287,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9811280480353162,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9877825263538398,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884035612340085,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891202406724915,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896202603122219,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904145487234928,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909291434451006,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9916378450579941,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921500995114911,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953673575655557,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960695909830974,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967012592387618,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980746422879747,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991217864699138,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.22.mlp": [
+            {
+                "accuracy": 0.9414034301880747,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9426503288559616,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9514712225645781,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9543050394859165,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.970572127844207,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9729148098267615,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.976678193314001,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9847733546048403,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861770981224254,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9850584146333858,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869048677501269,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923911785590462,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993470769317355,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959084606816759,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961295257817255,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969131702673621,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988501255647861,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.23.self_attn": [
+            {
+                "accuracy": 0.9566727906931192,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9582004428375512,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9623415067326277,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9713977251667529,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9782467983895913,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9785413729259744,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9868257401394658,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987230573373381,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878951120190322,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885844736127183,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890170043800026,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896715781651437,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903382056509145,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909976909984834,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946837741299532,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995459762023529,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964019592007389,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977594031079207,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990329806933005,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.23.mlp": [
+            {
+                "accuracy": 0.9412373120430857,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9424425787292421,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.951082582352683,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9539298478048295,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9704121109098196,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9727603768697008,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9765154399210587,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846387496800162,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9860735646216199,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9849721604841761,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9868228464620188,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923454109230079,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934245126787573,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958739118883386,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961056037136586,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968810487043811,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988292633570381,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.24.self_attn": [
+            {
+                "accuracy": 0.9629105168860406,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9641608681995422,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9684705232502893,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9763203989714384,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9812257076846436,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9815710915718228,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878165513509884,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882919490919448,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988934381690342,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892306360416114,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906511880108155,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911029714858159,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917049068608321,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923136923462152,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954458815336693,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961207188316621,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966975117713446,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981035409145989,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991037318395684,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.24.mlp": [
+            {
+                "accuracy": 0.9428582622203976,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9440331885125488,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9525780996773392,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9553945080842823,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9712644718820229,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9735304878558964,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.977252823067829,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985112936294172,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.986494014505297,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9854244581074454,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872168384026736,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925818607734982,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936234818014782,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960058576980373,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962311678973492,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969918010756373,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988742153364001,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.25.self_attn": [
+            {
+                "accuracy": 0.9617791248019785,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9632355913054198,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9675098558655009,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9756509065628052,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9805389866232872,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980975670623593,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869465725496411,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875934469164349,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884215745842084,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988802362815477,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902286037104204,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907235112623312,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912401525070891,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917814043001272,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995202433958184,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958756697596982,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964430880791042,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980439244100126,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990308364795055,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.25.mlp": [
+            {
+                "accuracy": 0.9439848789479584,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9450984771829098,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9534745037090033,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9562592136207968,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9718112293630838,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9740205333800986,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9777141612721607,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853984408546239,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9867709631798789,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857088435674086,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874669900164008,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992732187762158,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937535514472984,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960885782929836,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963084997871192,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970546870754333,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988856507334276,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.26.self_attn": [
+            {
+                "accuracy": 0.9706724438583478,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9719115730840713,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9762968309223652,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9815605208277702,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848463276284747,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985306098300498,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895552593516186,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901521736755967,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9906068064155988,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907866400899366,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924177388602402,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9929154994606506,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933864878548775,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938793215551414,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996358514224994,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968692932452541,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971517567028059,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985555277889944,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992164926043188,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.26.mlp": [
+            {
+                "accuracy": 0.9468578011728823,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9479266423732042,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9559409727808088,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9585923796985298,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9732915732311085,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9753932986641303,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9788988778600469,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861876068171114,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874860783456825,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9864777236361988,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881445686332881,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931346560188103,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940995688957628,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99631582199072,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965180342260282,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972207993705524,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998981023698434,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.27.self_attn": [
+            {
+                "accuracy": 0.9698118346277624,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9710628347238526,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9737520150374621,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9802540048258379,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846197481965646,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848917291383259,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902228468563408,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905110255931504,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911279824445955,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915487104444765,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922487276489846,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927213152404875,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931375966989435,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993584229843691,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962215485284105,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967904835648369,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972958760772599,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984270002460107,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992545059394615,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.27.mlp": [
+            {
+                "accuracy": 0.9475940994452685,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9486226914450526,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9565909118391573,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9591571283526719,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9736750673037022,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9757472971687093,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9792121980572119,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9864268713863567,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98770461283857,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9866700892453082,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883124128100462,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993229220766807,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941816242644563,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963717751670629,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965570591302821,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972462200239534,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989619128755294,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.28.self_attn": [
+            {
+                "accuracy": 0.9756913428427652,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9771113588940352,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980365893105045,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.985110902460292,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879762354539707,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882308898959309,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917963714979123,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921406707435381,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925406727998052,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928526537551079,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938719053170644,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943845767120365,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945762653078418,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950867321167607,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970592116296757,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975191337580327,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977443410462001,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987501828145469,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999364553095802,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.28.mlp": [
+            {
+                "accuracy": 0.9497666032984853,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9507711101323366,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9582229715306312,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9606459254864603,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9747651814250275,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9767381916753948,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.979982444550842,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869849142851308,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988206033827737,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872423457563855,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98880437243497,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935274890740402,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944315079483204,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965328359685373,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967196388461161,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973602374375332,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990368452345137,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.29.self_attn": [
+            {
+                "accuracy": 0.9712760469410568,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9726967243477702,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9761707074940205,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9826458332827315,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9855777077027597,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9858174829278141,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908647582051344,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911303340923041,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918394924898166,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921386304777116,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926951595116407,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932566111674532,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937310913519468,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942148625850677,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965576998802135,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970772510278039,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975254035525722,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985080112019205,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993146508895734,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.29.mlp": [
+            {
+                "accuracy": 0.9527955611702055,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9537285973783582,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9607709881383926,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9630173600744456,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9763080838602036,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9781640836736187,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981225126539357,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878333423403092,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889546227641404,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880292426096275,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9894941980601288,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939293104689568,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947752334701363,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967626836150885,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969198247854365,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975138317386154,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991039814412943,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.30.self_attn": [
+            {
+                "accuracy": 0.974034784710966,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9751984835602343,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.978348906035535,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9832481358898804,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869596448843367,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869890231639147,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920950000232551,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9923791099572554,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993021928035887,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932952868402936,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99318125838181,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935773237084504,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946156838850584,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995143603591714,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997076505998848,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975162044429453,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997900582224247,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987343717584736,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994023306426243,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.30.mlp": [
+            {
+                "accuracy": 0.9545928433071822,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.955474843736738,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9622035927604884,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9643498442601413,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9771957290358841,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9789858502335846,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981905109831132,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882864835090004,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893715641228482,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988475309626665,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898848812445067,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941568564099725,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949708757631015,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968823031085776,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970347631897312,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976057069725357,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999132786240807,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.31.self_attn": [
+            {
+                "accuracy": 0.9825893800007179,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836054725456052,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9859447510680184,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895185179775581,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910689146490768,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912652801722288,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936041951586958,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938574943807907,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946099179796875,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947848829324357,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955638464889489,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960120819596341,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960359540418722,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965260138560552,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978087151102955,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982136606340646,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982514675866696,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990529393835459,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994878982106457,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.31.mlp": [
+            {
+                "accuracy": 0.9560428278055042,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9568881886079907,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.963470820337534,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9655426709214225,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.977928408421576,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9796473970636725,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9825008453335613,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886823049746454,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897249522036873,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888492500176653,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902098468737677,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943491980957333,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995134670578409,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969923391763587,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971321806078777,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976846450153971,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991634650614287,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.32.self_attn": [
+            {
+                "accuracy": 0.9863068425329402,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869221631670371,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889278922346421,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913355512253474,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9928764141805004,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931940588576254,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947569739015307,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951621784130111,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957243672688492,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959501961420756,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996412508902722,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968558121327078,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967796748242108,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972447037725942,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982227960281307,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986274929251522,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985586212787894,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992619207587268,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995639157386904,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.32.mlp": [
+            {
+                "accuracy": 0.956909027416259,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9577580308541656,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9641285971738398,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9661298607243225,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9783750242786482,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9800554374232888,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828138489974663,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889184074709192,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899390214704908,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890768983750604,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904071962228045,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944685666414443,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952340438612737,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970548719866201,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971930156898452,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977220131404465,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999182462986937,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.33.self_attn": [
+            {
+                "accuracy": 0.9824496920919046,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.983370786998421,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9856288944720291,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885224018362351,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907611298840493,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910324593656696,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941361883247737,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944079405395314,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949077546189073,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950846693245694,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950005589635111,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953624693735037,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962078435346484,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965168474882375,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978980718442472,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982389600991155,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983975092036417,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999114984912012,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995256468464504,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.33.mlp": [
+            {
+                "accuracy": 0.9582506159786135,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9590514949522913,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9651835669064894,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9670950168510899,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9790300907334313,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9806735618039966,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.983324067783542,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892700421623886,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902561586350203,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9894078327342868,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907032521441579,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946350239624735,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953809579019435,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971470492600929,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972771139728138,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997783301063464,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992090039486357,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.34.self_attn": [
+            {
+                "accuracy": 0.9874799723620526,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9879431287408806,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897364632342942,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914380833797622,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931932857725769,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934948620793875,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948260428500362,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950512561772484,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957244805409573,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958108148130123,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966193029104033,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969056433910737,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996933618967887,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971774614677997,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981872283460689,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985564140588394,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984609818056924,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993055187551363,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999546744635154,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.34.mlp": [
+            {
+                "accuracy": 0.959977135527879,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9607486939057708,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9666428491473198,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9684581788023934,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9799139061942697,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9814858250319958,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840111571247689,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897239725687541,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990670443396084,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898484912700951,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910914124338888,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948540410550777,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995569287071703,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972645812667906,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973859211895615,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978694582023309,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992370068539458,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.35.self_attn": [
+            {
+                "accuracy": 0.9870336754829623,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880625969963148,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99037148343632,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918423213530332,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933540787606034,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934387911052909,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945381773868576,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994714010565076,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995374388381606,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954733729246072,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966732403408969,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969950761296786,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969525645428803,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997357604370336,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983329111419152,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986274926704937,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984937228873605,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992803561362962,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995455569423939,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.35.mlp": [
+            {
+                "accuracy": 0.9606426474638283,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9614057878497988,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9671710605034605,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9689476143103093,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9802303850883618,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.981774052255787,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9842571835615672,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898938935366459,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908215915202163,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900091139716096,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912332921812776,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949360805330798,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956418413348729,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973107106779935,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974268993828446,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99789999944187,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992501719389111,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.36.self_attn": [
+            {
+                "accuracy": 0.9865708394791,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9873060123063624,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896801188588142,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919857174973004,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993119957507588,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934191973297857,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949197951646056,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952399932371918,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995961925946176,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960796577943256,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966469593055081,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969922435702756,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970546954427846,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973991497099632,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983619861523039,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986921325617004,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998663574559032,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9993208507476083,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995967494705837,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.36.mlp": [
+            {
+                "accuracy": 0.960861426545307,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9616214681882411,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9672862158622593,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9690338697982952,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9803392218891531,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9818763105431572,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9843216966255568,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899538832833059,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908737437799573,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900666800094768,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912813144910615,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949676630785689,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956661044707289,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973269368783804,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974443825776689,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979105002712458,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992588017230446,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.37.self_attn": [
+            {
+                "accuracy": 0.9889054779778235,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896784928278066,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917732343019452,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932801403629128,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944180693128146,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946046699769795,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955394292192068,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957831100618932,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963753455522237,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964585697453003,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972931309021078,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976153356547002,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975969376391731,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979074092043447,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986236941404059,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989362881133275,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988014834307251,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999381528559752,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996254583656992,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.37.mlp": [
+            {
+                "accuracy": 0.9619147831108421,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9626580842304975,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9681871130596846,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9698817007010803,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9808578116353601,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823543139500543,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9847385932807811,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902299218811095,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911244043905754,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903347233776003,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915137838979717,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951055048441049,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957819978299085,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974027470161673,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975145530770533,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979680038813967,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992803681707301,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.38.self_attn": [
+            {
+                "accuracy": 0.9887393561075442,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9893425187910907,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917349648894742,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935708366683684,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944037272653077,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945694267225917,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958714637177764,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961052317958092,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965212730749045,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966087099019205,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972669005219359,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975262586813187,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976353708916577,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978970806405414,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986406417156104,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989143429556862,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988553054645308,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994352553367207,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996396695387375,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.38.mlp": [
+            {
+                "accuracy": 0.9621813816484064,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9629342232365161,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9683358141919598,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9699896484380588,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9809799818322062,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824792473809794,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848086785641499,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902934281853959,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911777883826289,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903878504410386,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915681032580324,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951276817882899,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958085239341017,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974137660174165,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975239311606856,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979661403340288,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992813534991001,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.39.self_attn": [
+            {
+                "accuracy": 0.9914965161005966,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917051792726852,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937702963943593,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949322050670162,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955630151962396,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958588605804835,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964859216415789,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967609541054117,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997333018865902,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997389868425671,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979061456688214,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998139142015134,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980909092992079,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983453312888741,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989606952003669,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991552744322689,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991158301090763,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995899989608006,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996785337516485,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.39.mlp": [
+            {
+                "accuracy": 0.9622390251606703,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9629743343684822,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9683137173997238,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9699504573363811,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9810185618698597,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9825022594886832,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848018764168955,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903053468442522,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911906605993863,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904116510297172,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915814475971274,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951405249594245,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958165675052442,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974198442650959,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975295408221427,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979652408728725,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992817058482615,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.40.self_attn": [
+            {
+                "accuracy": 0.9897725422633812,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901913664652966,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921270302729681,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936319412372541,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994737262459239,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949612959753722,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995963381283218,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962229136290262,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966530309175141,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967488511611009,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974463312100852,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977136264933506,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997716937403311,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979846717978944,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987407019143575,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99897170598706,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989556508808164,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994485027091287,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996538260002126,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.40.mlp": [
+            {
+                "accuracy": 0.9620154942385852,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9627618226222694,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9681478377897292,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9697910319082439,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9809036721708253,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823926331591792,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.984704474103637,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902521063340828,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911400321580004,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9903532656026073,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915313094388694,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951138496689964,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957916891289642,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974077802035026,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975169612735044,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997954529542767,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992799902975094,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.41.self_attn": [
+            {
+                "accuracy": 0.9885312821133994,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891172583447769,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910355731262825,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9926845715963282,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941245152731426,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942094801517669,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960683423851151,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962849540752359,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965290530235507,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966672645532526,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965690498938784,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968538214307046,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974247462523635,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976574164174963,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9985977312098839,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988219926381134,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988822297891602,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994161136237381,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996475647785701,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.41.mlp": [
+            {
+                "accuracy": 0.9619088540785015,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9626618900801986,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9680073934141546,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9696408157469705,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9808333927066997,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823428724193946,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846433300990611,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902119102189317,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911111578403506,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990309517714195,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914992749108933,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950884363497607,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957751339388778,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973941362113692,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975029439956415,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979387712883181,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992776186045376,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.42.self_attn": [
+            {
+                "accuracy": 0.9897616998059675,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901370077277534,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921412039839197,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938667233800516,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947304381639697,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950050341140013,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959646063070977,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963008175691357,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968454354384448,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969222412473755,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974770186818205,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977880108053796,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977717110450612,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980564627912827,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987364486878505,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990005939362163,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989549206511583,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994744089926826,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996352834805293,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.42.mlp": [
+            {
+                "accuracy": 0.9620986534282565,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9628507632296532,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9681715196929872,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9697898764861748,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9809080426348373,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824211395462044,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9847050545504317,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902535014552996,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911489436926786,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990347723767627,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991535142849898,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951038663857616,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995793117719586,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974034153128741,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975105997145874,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979418766524759,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992798805324128,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.43.self_attn": [
+            {
+                "accuracy": 0.9890992845757864,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897370390826836,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9921574682812206,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936479649040848,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945108354149852,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947843333065975,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995787373802159,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960973195993574,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966264467657311,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967159721709322,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973462728958111,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976211030443665,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977088044397533,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979587059642654,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987203178461641,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989620743399428,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998900457379932,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994395101057307,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996495532814151,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.43.mlp": [
+            {
+                "accuracy": 0.9613347130361944,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9621015191078186,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9674699027091265,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9691090728156269,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9805224608862773,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9820530152646825,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9843697643955238,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900564995477907,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909655274241231,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901576898409985,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9913590082724113,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950098424451426,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957045571791241,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973542514053406,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974645066540688,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979036785225617,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992682157571835,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.44.self_attn": [
+            {
+                "accuracy": 0.9907602885505185,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991068456962239,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9933118618500885,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943988458544482,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995297697460046,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955020971829072,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963346721342532,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965654495463241,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969192397402367,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969699649518589,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976969536219258,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979178247813252,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979741175557137,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981954711620347,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988597865740303,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990620585558645,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989981155376881,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995149823025713,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996760345675284,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.44.mlp": [
+            {
+                "accuracy": 0.9606965049169958,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9614756889641285,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9669151898706332,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9685771563090384,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9801954856375232,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9817541732918471,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9840987232746556,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898917488753796,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908125762012787,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9899932995904237,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9912143750116229,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949301166343503,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956348706036806,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973080580821261,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974221913143992,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978652930876706,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992578316559957,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.45.self_attn": [
+            {
+                "accuracy": 0.9913684665807523,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9919986720196903,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937777524173725,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947616465797182,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956266325025354,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958493672456825,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965548463806044,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968177821720019,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971982814604416,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972403211722849,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979156191911898,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981262770452304,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981466319804895,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983756006477051,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989938779399381,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991609784519824,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991229531951831,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995468142915342,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996938081476401,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.45.mlp": [
+            {
+                "accuracy": 0.9597586095333099,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9605695114005357,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9660510557005182,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9677229037042707,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9797093266388401,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9813202148070559,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836852608132176,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896433189278468,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905915491399355,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897389938123524,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910017414949834,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947935016825795,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955272854422219,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972371022886364,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973521444189828,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977994204891729,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992371533371625,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.46.self_attn": [
+            {
+                "accuracy": 0.9893106805975549,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.989779781200923,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9914986329386011,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930471525585745,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944951815414242,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946387137460988,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958618092059623,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960138577152975,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963821247656597,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964878924947698,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973020784527762,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974582456197822,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975729261495871,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977490483579459,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986316775612067,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998850182229944,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988675499043893,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994383657212893,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996484654584492,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.46.mlp": [
+            {
+                "accuracy": 0.959015095140785,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9598341144155711,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9654428620124236,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.967154557351023,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9793379392940551,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9809619795996696,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.983383692568168,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9894500648370013,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904145532054827,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895640438771807,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9908319845562801,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947091153007932,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995442626910517,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971922935219482,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973106594407,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977696734640631,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999222037527943,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.47.self_attn": [
+            {
+                "accuracy": 0.9843111205263995,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9846774718025699,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865777541417629,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886675383895636,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9917500383453444,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918550760485232,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995174086856423,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995392980898032,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957525521167554,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959296147571877,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957747909938917,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960968999221222,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968187500198837,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970521216891939,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982403292960953,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984945350006456,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987283939844929,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992555259705114,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995986426401942,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.47.mlp": [
+            {
+                "accuracy": 0.9578163078986108,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9586749055888504,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9643724545603618,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9661223584553227,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9787012336309999,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9803924051811919,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9828598478925414,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891115732025355,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901128940982744,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892323881504126,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9905518430750817,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945388149935752,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953009614255279,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970977133925771,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972252659208607,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976929377880879,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991951047632028,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.48.self_attn": [
+            {
+                "accuracy": 0.9848809980903752,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9854550665477291,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875108216074295,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898756116745062,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924360617005732,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.992542438703822,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950514527445193,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951337593083736,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955280560534447,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957169119443279,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962410304724472,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964871370902983,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966683803359047,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969108046789188,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998198341614625,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984470271374448,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987015553851961,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992196623861673,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995795503327827,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.48.mlp": [
+            {
+                "accuracy": 0.9573770030401647,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9582371404394507,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9639493781141937,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.965712332748808,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9784791324054822,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.980175326927565,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982661904883571,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889977884595282,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900062172673643,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891185490996577,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904482827405445,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944816368806642,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952492112061009,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970710302004591,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971958422247553,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976678306411486,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991931877302704,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.49.self_attn": [
+            {
+                "accuracy": 0.9836673474055715,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9845810430124402,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9871956807910465,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900808738893829,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9918404745403677,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991868267476093,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951424576865975,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952626737358514,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955555713968351,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957132161071058,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957960913307033,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960504874616163,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967641852272209,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970324532769155,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982118927873671,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984957014821703,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986920362789533,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991837970301276,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995870085931529,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.49.mlp": [
+            {
+                "accuracy": 0.9567121968138963,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9576067915186286,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9633186596911401,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9650789642473683,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9781317254528403,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9798629691358656,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823466390953399,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888061150559224,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898410349269398,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889313011080958,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902934752171859,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943816995655652,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951709979795851,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970049965922954,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971356401219964,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976067137176869,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991433671639243,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.50.self_attn": [
+            {
+                "accuracy": 0.9829791429219767,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9837675035814755,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865826947498135,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.989278795896098,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9911039679427631,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991375811456237,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947225168289151,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949237485125195,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954115479486063,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955432694114279,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953634147241246,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957298296212684,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965731442935066,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968475400673924,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981209270408726,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984433874415117,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986172854914912,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999233062746498,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995739453897841,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.50.mlp": [
+            {
+                "accuracy": 0.955611391691491,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9565212777815759,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9623591734562069,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9641848496394232,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9775692136026919,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9793431049911305,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9818940830882639,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9885034006438218,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895653634448536,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9886466794414446,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9900422248174436,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942393829405773,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950464707799256,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996932306807139,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970713061484275,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975599179888377,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991517857342842,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.51.self_attn": [
+            {
+                "accuracy": 0.980731024639681,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9813839292619377,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9836976210935973,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987195635389071,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9902728429296985,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904200409073383,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937865568790585,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940253887907602,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942421108717099,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994490853860043,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950926255551167,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.995436739642173,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956804085231852,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960282694228226,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976202223188011,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979835482226918,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982789869900444,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990248702124518,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994898351797019,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.51.mlp": [
+            {
+                "accuracy": 0.9541788110509515,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9551313389092684,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.961108282674104,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9629812391940504,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9768194806529209,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9786597635829821,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9812881043180823,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9881299302796833,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892227847012691,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882763810455799,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9897134898346849,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940535624627955,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948801985010505,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968319098552456,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969765236746753,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974793985020369,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99912162644614,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.52.self_attn": [
+            {
+                "accuracy": 0.9816331963520497,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823098148917779,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9845595303922892,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987932754913345,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9907977606635541,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909760195296258,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940985084103886,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943361788755283,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947462730924599,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994996430381434,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9954201163491234,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956887119915336,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960234914178727,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962999057897832,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977929422311718,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981217561507947,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984166540452861,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990460272019845,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995291995328444,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.52.mlp": [
+            {
+                "accuracy": 0.9533731064293534,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9543441461864859,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9603661908768117,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9622641638852656,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.976411949377507,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9782852344214916,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9809202631004155,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878884938079864,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890152324805968,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880598218878731,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895255227456801,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939394618268125,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947892664349638,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967689222394256,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969197654281743,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974286218493944,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991077608065098,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.53.self_attn": [
+            {
+                "accuracy": 0.9849309911369346,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853247042628936,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872082936926745,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889653954887763,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9924060897901654,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9925474778865464,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950671281840187,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99521299242042,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957472769601736,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959262294141809,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962238908628933,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965215887932573,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966963707411196,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9969867014733609,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981834682112094,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984548287029611,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986846098327078,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992404613658437,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995916100506292,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.53.mlp": [
+            {
+                "accuracy": 0.9522352111525834,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9532394828274846,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9592706961557269,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9611855179537088,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9758314455393702,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9777529478305951,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9804030326195061,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875834981212392,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9887312848004512,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9877577463630587,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9892672113492154,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937845556705724,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946565885038581,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966830396006117,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968378724297509,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973504076479003,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990790321171517,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.54.self_attn": [
+            {
+                "accuracy": 0.9792614172911271,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9801468959776685,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.982485854125116,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9853563864598982,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9896802045404911,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9898237529559992,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936565252428409,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938455193769187,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942875616252422,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945271558826789,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9948334303335287,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951904289482627,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955318682186771,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9958678966650041,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975315676419996,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979109534979216,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982625315897167,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989317202598613,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994902478738368,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.54.mlp": [
+            {
+                "accuracy": 0.9501587743870914,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9512119339779019,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9574625387322158,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9594842004589736,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9747745544882491,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9767835109960288,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9795422417810187,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870231131790206,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.98823212942807,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987236664746888,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888038092758507,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993521466763923,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994425247045001,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965334324224386,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967056398891145,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972454052622197,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990241735686141,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.55.self_attn": [
+            {
+                "accuracy": 0.9811241825809702,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9817841968033463,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9841536864405498,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9862220440991223,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9909125822014175,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910967091564089,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99415315859369,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943326633947436,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947940046258736,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950700315530412,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9955315019760747,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957445093605202,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960007696499815,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9962433102919022,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978388374729548,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981426218582783,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984859914475237,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990457581516239,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995165294294566,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.55.mlp": [
+            {
+                "accuracy": 0.9483443861827254,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9494211953133345,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9560264660976827,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9581585833802819,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9738124695140868,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9758979737525806,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9788247641408816,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865265016560443,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9877771416213363,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9867429207079113,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883720331708901,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932697770418599,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9942120902123861,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964033576397924,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965772979921894,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971504386485321,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989916984850424,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.56.self_attn": [
+            {
+                "accuracy": 0.9737862562760711,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9743990398710594,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9768426346126944,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9806624198099598,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9867649276275188,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869747991324402,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9920140028989408,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9922680518648122,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9927942204521969,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932422498532105,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.993346651433967,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938000605907291,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9940996634541079,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994596420758171,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967700000706827,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972541517054196,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9978730590082705,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986430266435491,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999371372290625,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.56.mlp": [
+            {
+                "accuracy": 0.950327611528337,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9513620603829622,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9575132043100893,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9595256051979959,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9747592142084613,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9768381331814453,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9794944459572434,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9869292522198521,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882009013090283,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9871745072887279,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9888029223075137,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934673763345927,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944138993450906,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964780091540888,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966627842950402,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972296372870915,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989777741029684,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.57.self_attn": [
+            {
+                "accuracy": 0.9825586305232719,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9834652448189445,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9857430799747817,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884220095700584,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991257555608172,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915205661673099,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9941904446459375,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945005261979531,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947945465391967,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949776295979973,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957378596009221,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9959579190181103,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963230871362612,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965469058952294,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979258065868635,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982389131837408,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984404101851396,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990885867628094,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995367257215548,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.57.mlp": [
+            {
+                "accuracy": 0.950605692807585,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9516951863188297,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9577152102719992,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.959674623562023,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9749825805192813,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9770976256113499,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9796529033919796,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9870372761506587,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9882890286389738,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.987301510933321,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9889111181837507,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935121110465843,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9944561835436616,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964776000706479,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966948938672431,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972496262926143,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989908738571103,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.58.self_attn": [
+            {
+                "accuracy": 0.9782390466425568,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.979333118069917,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9823936395696364,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9861526266904548,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9894248995697126,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9895762871019542,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9937568927998655,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938308379787486,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943161259579938,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945723715645727,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9947394108748995,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951311846089084,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9956569270434557,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960078004514799,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997629745528684,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9979894333664561,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9983581339256489,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.998949644035747,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995105786274507,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.58.mlp": [
+            {
+                "accuracy": 0.9513771163765341,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9524244025815278,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9580792519263923,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9600033101160079,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.975299503072165,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9773068695794791,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9798263533739373,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9871852458454669,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9883910833159462,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9874505153857172,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9890197581844404,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936055902799126,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9945229713339359,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965476650977507,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967443722998723,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997275933608762,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990194944839459,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.59.self_attn": [
+            {
+                "accuracy": 0.9750078864162788,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9761488738004118,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9790077613433823,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9824712768895552,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9878642949624918,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880533737596124,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930313533113804,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9931611836655065,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9935858541575726,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9938911116914824,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939843225292861,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9943520933447871,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9949139150267001,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9953041288536042,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972287313867128,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997644235016196,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981746921403101,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9987874583530356,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994607349344733,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.59.mlp": [
+            {
+                "accuracy": 0.9517007393296808,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9527352903969586,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9587425345089287,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9607059829868376,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9755491976393387,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9777074297890067,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9801671494496986,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9872182248509489,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9884834286058322,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9875571838347241,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9891569984029047,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936076700978447,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.994555760815274,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.99650356262282,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9967250055051409,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973180688975845,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989577259184443,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.60.self_attn": [
+            {
+                "accuracy": 0.9857487125555053,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865496847196482,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988088843296282,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901680119219236,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9930943557410501,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9932694479357451,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9960107923398027,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9961045784002636,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9963570315157995,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965763599902857,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9965651294915006,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9968140818236861,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9971206792251905,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973548524285434,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984114380276878,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9986364655851503,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989429179404397,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992306068998005,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9996295483397262,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.60.mlp": [
+            {
+                "accuracy": 0.9638334615156054,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9645457610022277,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9684790013125166,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9698977783555165,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9815943141002208,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9830772943678312,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9848117872024886,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9901221779291518,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9910587680060416,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9904529581544921,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9915711593057495,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9950310280546546,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9957210307038622,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9972506107296795,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997432804244454,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.997803785270662,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9991884481860325,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.61.self_attn": [
+            {
+                "accuracy": 0.9900192713248543,
+                "total_bits": 249451520,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.990526232344564,
+                "total_bits": 256791552,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.991882299334975,
+                "total_bits": 262850944,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9936279765388463,
+                "total_bits": 312622848,
+                "q_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9951636007172056,
+                "total_bits": 369502720,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9952082980016712,
+                "total_bits": 369734784,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64,
+                        "3": 64
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9973668882448692,
+                "total_bits": 474360320,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9974228545179358,
+                "total_bits": 474592384,
+                "q_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975973489927128,
+                "total_bits": 478505216,
+                "q_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 64
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9976845777564449,
+                "total_bits": 485402624,
+                "q_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9975745879783062,
+                "total_bits": 487175296,
+                "q_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9977466826239834,
+                "total_bits": 491055360,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9980189772250014,
+                "total_bits": 497177600,
+                "q_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 64
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 64,
+                        "4": 64
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9981583424523706,
+                "total_bits": 504047616,
+                "q_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "5": 32
+                    },
+                    "bits": [
+                        5
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9988809293427039,
+                "total_bits": 610937344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990390797720465,
+                "total_bits": 621488128,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992695270666445,
+                "total_bits": 709241344,
+                "q_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9994715513621486,
+                "total_bits": 734963712,
+                "q_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 32
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "6": 32
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.999721837697507,
+                "total_bits": 944122368,
+                "q_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "k_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "v_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "o_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.layers.61.mlp": [
+            {
+                "accuracy": 0.9862606411334127,
+                "total_bits": 922883344,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9865953376865946,
+                "total_bits": 957289744,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        6,
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.2,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9880670553538948,
+                "total_bits": 1069185664,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        5,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.988629394036252,
+                "total_bits": 1199929984,
+                "gate_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "3": 64,
+                        "2": 64
+                    },
+                    "bits": [
+                        3,
+                        2
+                    ],
+                    "bits_prop": [
+                        0.3,
+                        0.7
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9934175589005463,
+                "total_bits": 1350600048,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128,
+                        "3": 128
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9939904131169897,
+                "total_bits": 1388070016,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        8,
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9946632811333984,
+                "total_bits": 1492788336,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32,
+                        "3": 32
+                    },
+                    "bits": [
+                        4,
+                        3
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9964586084097391,
+                "total_bits": 1706591472,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 128
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.996845712463255,
+                "total_bits": 1731765376,
+                "gate_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "4": 32
+                    },
+                    "bits": [
+                        4
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9966538455046248,
+                "total_bits": 1756595568,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 128,
+                        "4": 128
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9970754538226174,
+                "total_bits": 1794065536,
+                "gate_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "5": 32,
+                        "4": 32
+                    },
+                    "bits": [
+                        8,
+                        5,
+                        4
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9982555181559292,
+                "total_bits": 2162591088,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128,
+                        "5": 128
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9984960561632761,
+                "total_bits": 2200061056,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.25,
+                        0.75
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 32,
+                        "5": 32
+                    },
+                    "bits": [
+                        8,
+                        6,
+                        5
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.1,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9989827331737615,
+                "total_bits": 2505672048,
+                "gate_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "6": 128
+                    },
+                    "bits": [
+                        6
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 32,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.05,
+                        0.95
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9990690603772236,
+                "total_bits": 2592436512,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.15,
+                        0.85
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9992246238543885,
+                "total_bits": 2825482528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128,
+                        "6": 128
+                    },
+                    "bits": [
+                        8,
+                        6
+                    ],
+                    "bits_prop": [
+                        0.1,
+                        0.9
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            },
+            {
+                "accuracy": 0.9995896283508046,
+                "total_bits": 3317002528,
+                "gate_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "up_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                },
+                "down_proj": {
+                    "group_size": {
+                        "8": 128
+                    },
+                    "bits": [
+                        8
+                    ],
+                    "bits_prop": [
+                        1
+                    ],
+                    "scale_bits": 4
+                }
+            }
+        ],
+        "model.norm.norm": null,
+        "lm_head.linear": null
+    },
+    "strategy": {
+        "model.layers.0.self_attn": {
+            "accuracy": 0.9734474027063698,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.0.mlp": {
+            "accuracy": 0.9709790293127298,
+            "total_bits": 957289744,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "6": 32,
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    6,
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.2,
+                    0.75
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.1.self_attn": {
+            "accuracy": 0.9686775883892551,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.1.mlp": {
+            "accuracy": 0.969445469439961,
+            "total_bits": 957289744,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "6": 32,
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    6,
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.2,
+                    0.75
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.2.self_attn": {
+            "accuracy": 0.9773712969617918,
+            "total_bits": 369734784,
+            "q_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 64,
+                    "3": 64
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.2.mlp": {
+            "accuracy": 0.9748752193991095,
+            "total_bits": 922883344,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "6": 32,
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    6,
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.2,
+                    0.75
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.3.self_attn": {
+            "accuracy": 0.9840082596056163,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.3.mlp": {
+            "accuracy": 0.9711715100565925,
+            "total_bits": 957289744,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "6": 32,
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    6,
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.2,
+                    0.75
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.4.self_attn": {
+            "accuracy": 0.9779372216435149,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.4.mlp": {
+            "accuracy": 0.9643170326016843,
+            "total_bits": 957289744,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "6": 32,
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    6,
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.2,
+                    0.75
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.5.self_attn": {
+            "accuracy": 0.9785885503515601,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.5.mlp": {
+            "accuracy": 0.9673740466823801,
+            "total_bits": 1069185664,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.3,
+                    0.7
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "5": 32,
+                    "3": 32
+                },
+                "bits": [
+                    5,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.6.self_attn": {
+            "accuracy": 0.9740164157701656,
+            "total_bits": 312622848,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.6.mlp": {
+            "accuracy": 0.9774186093127355,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.7.self_attn": {
+            "accuracy": 0.9759633053326979,
+            "total_bits": 312622848,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.7.mlp": {
+            "accuracy": 0.9767084388295189,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.8.self_attn": {
+            "accuracy": 0.9766256347065791,
+            "total_bits": 369502720,
+            "q_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.8.mlp": {
+            "accuracy": 0.9768469262635335,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.9.self_attn": {
+            "accuracy": 0.9770715609192848,
+            "total_bits": 369734784,
+            "q_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 64,
+                    "3": 64
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.9.mlp": {
+            "accuracy": 0.9744392217835411,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.10.self_attn": {
+            "accuracy": 0.9714438929222524,
+            "total_bits": 312622848,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.10.mlp": {
+            "accuracy": 0.9743959550978616,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.11.self_attn": {
+            "accuracy": 0.9714909601025283,
+            "total_bits": 369734784,
+            "q_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 64,
+                    "3": 64
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.11.mlp": {
+            "accuracy": 0.9697914965217933,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.12.self_attn": {
+            "accuracy": 0.9741403616499156,
+            "total_bits": 369734784,
+            "q_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 64,
+                    "3": 64
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.12.mlp": {
+            "accuracy": 0.9736747788265347,
+            "total_bits": 1492788336,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128
+                },
+                "bits": [
+                    8,
+                    4
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.13.self_attn": {
+            "accuracy": 0.9719359311275184,
+            "total_bits": 369734784,
+            "q_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 64,
+                    "3": 64
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.13.mlp": {
+            "accuracy": 0.9725264954613522,
+            "total_bits": 1492788336,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128
+                },
+                "bits": [
+                    8,
+                    4
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.14.self_attn": {
+            "accuracy": 0.9698485422413796,
+            "total_bits": 312622848,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.14.mlp": {
+            "accuracy": 0.9723484995774925,
+            "total_bits": 1492788336,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128
+                },
+                "bits": [
+                    8,
+                    4
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.15.self_attn": {
+            "accuracy": 0.9702738041523844,
+            "total_bits": 369734784,
+            "q_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 64,
+                    "3": 64
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.15.mlp": {
+            "accuracy": 0.9733473479282111,
+            "total_bits": 1492788336,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128
+                },
+                "bits": [
+                    8,
+                    4
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.16.self_attn": {
+            "accuracy": 0.9723174162209034,
+            "total_bits": 369734784,
+            "q_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 64,
+                    "3": 64
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.16.mlp": {
+            "accuracy": 0.9737793282838538,
+            "total_bits": 1492788336,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128
+                },
+                "bits": [
+                    8,
+                    4
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.17.self_attn": {
+            "accuracy": 0.972677826997824,
+            "total_bits": 369734784,
+            "q_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 64,
+                    "3": 64
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.17.mlp": {
+            "accuracy": 0.9692783056525514,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.18.self_attn": {
+            "accuracy": 0.9779937723651528,
+            "total_bits": 369734784,
+            "q_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 64,
+                    "3": 64
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.18.mlp": {
+            "accuracy": 0.9686060162493959,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.19.self_attn": {
+            "accuracy": 0.9759506062837318,
+            "total_bits": 369734784,
+            "q_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 64,
+                    "3": 64
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.19.mlp": {
+            "accuracy": 0.9711248602252454,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.20.self_attn": {
+            "accuracy": 0.9721243247622624,
+            "total_bits": 312622848,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.20.mlp": {
+            "accuracy": 0.9727438620757312,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.21.self_attn": {
+            "accuracy": 0.9710082958918065,
+            "total_bits": 312622848,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.21.mlp": {
+            "accuracy": 0.9730922372546047,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.22.self_attn": {
+            "accuracy": 0.9748026031302288,
+            "total_bits": 312622848,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.22.mlp": {
+            "accuracy": 0.9729148098267615,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.23.self_attn": {
+            "accuracy": 0.9713977251667529,
+            "total_bits": 312622848,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.23.mlp": {
+            "accuracy": 0.9727603768697008,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.24.self_attn": {
+            "accuracy": 0.9763203989714384,
+            "total_bits": 312622848,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.24.mlp": {
+            "accuracy": 0.9735304878558964,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.25.self_attn": {
+            "accuracy": 0.9756509065628052,
+            "total_bits": 312622848,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.25.mlp": {
+            "accuracy": 0.9740205333800986,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.26.self_attn": {
+            "accuracy": 0.9762968309223652,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.26.mlp": {
+            "accuracy": 0.9753932986641303,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.27.self_attn": {
+            "accuracy": 0.9737520150374621,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.27.mlp": {
+            "accuracy": 0.9757472971687093,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.28.self_attn": {
+            "accuracy": 0.980365893105045,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.28.mlp": {
+            "accuracy": 0.9767381916753948,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.29.self_attn": {
+            "accuracy": 0.9761707074940205,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.29.mlp": {
+            "accuracy": 0.9763080838602036,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.30.self_attn": {
+            "accuracy": 0.978348906035535,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.30.mlp": {
+            "accuracy": 0.9771957290358841,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.31.self_attn": {
+            "accuracy": 0.9859447510680184,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.31.mlp": {
+            "accuracy": 0.977928408421576,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.32.self_attn": {
+            "accuracy": 0.9889278922346421,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.32.mlp": {
+            "accuracy": 0.9783750242786482,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.33.self_attn": {
+            "accuracy": 0.9856288944720291,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.33.mlp": {
+            "accuracy": 0.9790300907334313,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.34.self_attn": {
+            "accuracy": 0.9897364632342942,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.34.mlp": {
+            "accuracy": 0.9799139061942697,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.35.self_attn": {
+            "accuracy": 0.99037148343632,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.35.mlp": {
+            "accuracy": 0.9802303850883618,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.36.self_attn": {
+            "accuracy": 0.9896801188588142,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.36.mlp": {
+            "accuracy": 0.9803392218891531,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.37.self_attn": {
+            "accuracy": 0.9917732343019452,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.37.mlp": {
+            "accuracy": 0.9681871130596846,
+            "total_bits": 1069185664,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.3,
+                    0.7
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "5": 32,
+                    "3": 32
+                },
+                "bits": [
+                    5,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.38.self_attn": {
+            "accuracy": 0.9917349648894742,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.38.mlp": {
+            "accuracy": 0.9683358141919598,
+            "total_bits": 1069185664,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.3,
+                    0.7
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "5": 32,
+                    "3": 32
+                },
+                "bits": [
+                    5,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.39.self_attn": {
+            "accuracy": 0.9937702963943593,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.39.mlp": {
+            "accuracy": 0.9683137173997238,
+            "total_bits": 1069185664,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.3,
+                    0.7
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "5": 32,
+                    "3": 32
+                },
+                "bits": [
+                    5,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.40.self_attn": {
+            "accuracy": 0.9921270302729681,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.40.mlp": {
+            "accuracy": 0.9681478377897292,
+            "total_bits": 1069185664,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.3,
+                    0.7
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "5": 32,
+                    "3": 32
+                },
+                "bits": [
+                    5,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.41.self_attn": {
+            "accuracy": 0.9910355731262825,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.41.mlp": {
+            "accuracy": 0.9680073934141546,
+            "total_bits": 1069185664,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.3,
+                    0.7
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "5": 32,
+                    "3": 32
+                },
+                "bits": [
+                    5,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.42.self_attn": {
+            "accuracy": 0.9921412039839197,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.42.mlp": {
+            "accuracy": 0.9681715196929872,
+            "total_bits": 1069185664,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.3,
+                    0.7
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "5": 32,
+                    "3": 32
+                },
+                "bits": [
+                    5,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.43.self_attn": {
+            "accuracy": 0.9921574682812206,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.43.mlp": {
+            "accuracy": 0.9805224608862773,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.44.self_attn": {
+            "accuracy": 0.9933118618500885,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.44.mlp": {
+            "accuracy": 0.9801954856375232,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.45.self_attn": {
+            "accuracy": 0.9937777524173725,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.45.mlp": {
+            "accuracy": 0.9797093266388401,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.46.self_attn": {
+            "accuracy": 0.9914986329386011,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.46.mlp": {
+            "accuracy": 0.9793379392940551,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.47.self_attn": {
+            "accuracy": 0.9865777541417629,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.47.mlp": {
+            "accuracy": 0.9787012336309999,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.48.self_attn": {
+            "accuracy": 0.9875108216074295,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.48.mlp": {
+            "accuracy": 0.9784791324054822,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.49.self_attn": {
+            "accuracy": 0.9871956807910465,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.49.mlp": {
+            "accuracy": 0.9781317254528403,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.50.self_attn": {
+            "accuracy": 0.9865826947498135,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.50.mlp": {
+            "accuracy": 0.9775692136026919,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.51.self_attn": {
+            "accuracy": 0.9836976210935973,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.51.mlp": {
+            "accuracy": 0.9768194806529209,
+            "total_bits": 1350600048,
+            "gate_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.52.self_attn": {
+            "accuracy": 0.9845595303922892,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.52.mlp": {
+            "accuracy": 0.9782852344214916,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.53.self_attn": {
+            "accuracy": 0.9872082936926745,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.53.mlp": {
+            "accuracy": 0.9777529478305951,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.54.self_attn": {
+            "accuracy": 0.982485854125116,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.54.mlp": {
+            "accuracy": 0.9767835109960288,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.55.self_attn": {
+            "accuracy": 0.9841536864405498,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.55.mlp": {
+            "accuracy": 0.9758979737525806,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.56.self_attn": {
+            "accuracy": 0.9768426346126944,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.56.mlp": {
+            "accuracy": 0.9768381331814453,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.57.self_attn": {
+            "accuracy": 0.9857430799747817,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.57.mlp": {
+            "accuracy": 0.9770976256113499,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.58.self_attn": {
+            "accuracy": 0.9823936395696364,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.58.mlp": {
+            "accuracy": 0.9773068695794791,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.59.self_attn": {
+            "accuracy": 0.9790077613433823,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.59.mlp": {
+            "accuracy": 0.9777074297890067,
+            "total_bits": 1388070016,
+            "gate_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.25,
+                    0.75
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "8": 32,
+                    "4": 32,
+                    "3": 32
+                },
+                "bits": [
+                    8,
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.1,
+                    0.85
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.60.self_attn": {
+            "accuracy": 0.988088843296282,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.60.mlp": {
+            "accuracy": 0.9684790013125166,
+            "total_bits": 1069185664,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.3,
+                    0.7
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "5": 32,
+                    "3": 32
+                },
+                "bits": [
+                    5,
+                    3
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.61.self_attn": {
+            "accuracy": 0.991882299334975,
+            "total_bits": 262850944,
+            "q_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "k_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "v_proj": {
+                "group_size": {
+                    "4": 128,
+                    "3": 128
+                },
+                "bits": [
+                    4,
+                    3
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            },
+            "o_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.1,
+                    0.9
+                ],
+                "scale_bits": 4
+            }
+        },
+        "model.layers.61.mlp": {
+            "accuracy": 0.9862606411334127,
+            "total_bits": 922883344,
+            "gate_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            },
+            "up_proj": {
+                "group_size": {
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.95
+                ],
+                "scale_bits": 4
+            },
+            "down_proj": {
+                "group_size": {
+                    "6": 32,
+                    "3": 64,
+                    "2": 64
+                },
+                "bits": [
+                    6,
+                    3,
+                    2
+                ],
+                "bits_prop": [
+                    0.05,
+                    0.2,
+                    0.75
+                ],
+                "scale_bits": 4
+            }
+        }
+    },
+    "q_last_module_idx": 126
+}
\ No newline at end of file