{
    "measurement": {
        "model.layers.0.self_attn": [
            {
                "accuracy": 0.9604678715726263,
                "total_bits": 187058176,
                "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": 0.9657230566402799,
                "total_bits": 192563200,
                "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": 0.9705055469745084,
                "total_bits": 197738240,
                "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": 0.9773159262871272,
                "total_bits": 234305024,
                "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": 0.9787535633597719,
                "total_bits": 276964352,
                "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": 0.980010548410447,
                "total_bits": 277163264,
                "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": 0.9801279525027463,
                "total_bits": 355869696,
                "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": 0.9814336977310871,
                "total_bits": 356068608,
                "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": 0.9816533602578076,
                "total_bits": 359029248,
                "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": 0.982049373860814,
                "total_bits": 364154880,
                "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": 0.9885926864502069,
                "total_bits": 365243648,
                "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": 0.9914344004355371,
                "total_bits": 368204288,
                "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": 0.9889673247051082,
                "total_bits": 373442560,
                "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": 0.9920597183763197,
                "total_bits": 378966016,
                "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": 0.9927265490895432,
                "total_bits": 458761216,
                "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": 0.9953046060338813,
                "total_bits": 467046400,
                "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": 0.9929503300104683,
                "total_bits": 532030464,
                "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": 0.9973470130445141,
                "total_bits": 552898560,
                "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": 0.9979490270580802,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9716189280152321,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9751367906206533,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9764581213362122,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9769711665024883,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942966188108059,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952248084836787,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957338326892472,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976378331745142,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979613301203292,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978858479421193,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981540889589509,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987138034745218,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987564638523556,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989940639689417,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991867736174945,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992819593267326,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992713859782701,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.1.self_attn": [
            {
                "accuracy": 0.9860200671062461,
                "total_bits": 187058176,
                "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": 0.9879969402191866,
                "total_bits": 192563200,
                "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": 0.9892334457621664,
                "total_bits": 197738240,
                "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": 0.9930943124345504,
                "total_bits": 234305024,
                "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": 0.993483101207714,
                "total_bits": 276964352,
                "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": 0.9938606557338253,
                "total_bits": 277163264,
                "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": 0.9956090290767239,
                "total_bits": 355869696,
                "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": 0.9959206207024277,
                "total_bits": 356068608,
                "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": 0.9960213983125102,
                "total_bits": 359029248,
                "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": 0.9962125073009367,
                "total_bits": 364154880,
                "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": 0.996875159921872,
                "total_bits": 365243648,
                "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": 0.9970705707842411,
                "total_bits": 368204288,
                "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": 0.9971728471833845,
                "total_bits": 373442560,
                "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": 0.9974058643060025,
                "total_bits": 378966016,
                "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": 0.9984071974138619,
                "total_bits": 458761216,
                "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": 0.9986688012983282,
                "total_bits": 467046400,
                "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": 0.9988263255256339,
                "total_bits": 532030464,
                "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": 0.9992570764979495,
                "total_bits": 552898560,
                "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": 0.999629968071914,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9610651466799409,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9645701881105962,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9681949491955733,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9681979793270952,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994622902742489,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967106307679052,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967325632092788,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984842733522926,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983200508378152,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984384583872988,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984559684127913,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987227654997505,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991901297172788,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991180705470278,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992085966085525,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992109895331516,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994416544520247,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.2.self_attn": [
            {
                "accuracy": 0.998651913777729,
                "total_bits": 187058176,
                "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": 0.9987687155953608,
                "total_bits": 192563200,
                "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": 0.9989262398387502,
                "total_bits": 197738240,
                "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": 0.9992856187853153,
                "total_bits": 234305024,
                "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": 0.9993220838476095,
                "total_bits": 276964352,
                "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": 0.9993700629688407,
                "total_bits": 277163264,
                "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": 0.9995165385832814,
                "total_bits": 355869696,
                "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": 0.9995718064141998,
                "total_bits": 356068608,
                "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": 0.9996330828871578,
                "total_bits": 359029248,
                "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": 0.9996459251177792,
                "total_bits": 364154880,
                "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": 0.9996748601513804,
                "total_bits": 365243648,
                "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": 0.9997019492875552,
                "total_bits": 368204288,
                "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": 0.9997123367755097,
                "total_bits": 373442560,
                "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": 0.9997389455644512,
                "total_bits": 378966016,
                "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": 0.9998248989807172,
                "total_bits": 458761216,
                "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": 0.9998683417755896,
                "total_bits": 467046400,
                "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": 0.9998610657639802,
                "total_bits": 532030464,
                "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": 0.9999289374253223,
                "total_bits": 552898560,
                "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": 0.9999582988602924,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9979133659446808,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979915965691601,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982108271705281,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982603771526268,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990763307892179,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991438215273727,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992191153501871,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995291351591923,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995660546318457,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995293291193728,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999594250381434,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997596481430504,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997764832239083,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998690759564756,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998780585167544,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998922311305681,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9999626243273891,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.3.self_attn": [
            {
                "accuracy": 0.997984172451604,
                "total_bits": 187058176,
                "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": 0.9981423380270013,
                "total_bits": 192563200,
                "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": 0.9984285517375132,
                "total_bits": 197738240,
                "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": 0.9988690608236204,
                "total_bits": 234305024,
                "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": 0.9990418364851441,
                "total_bits": 276964352,
                "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": 0.999079827504159,
                "total_bits": 277163264,
                "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": 0.9993148810830653,
                "total_bits": 355869696,
                "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": 0.9993733723439571,
                "total_bits": 356068608,
                "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": 0.9994281972528705,
                "total_bits": 359029248,
                "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": 0.999453127822275,
                "total_bits": 364154880,
                "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": 0.9995317906125963,
                "total_bits": 365243648,
                "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": 0.9995729544990402,
                "total_bits": 368204288,
                "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": 0.9995841786072369,
                "total_bits": 373442560,
                "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": 0.9996317345878771,
                "total_bits": 378966016,
                "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": 0.9997612200554853,
                "total_bits": 458761216,
                "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": 0.9998113880306176,
                "total_bits": 467046400,
                "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": 0.9998152482439764,
                "total_bits": 532030464,
                "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": 0.999896758877807,
                "total_bits": 552898560,
                "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": 0.9999467114891893,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9947472171563851,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950363243268313,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951767348561829,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952458721021876,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973030627496835,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964397866156345,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965144441414037,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978765365973997,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99660999843189,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987347210806451,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981931471204581,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998704133353098,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985553939109914,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987554171116484,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994733191246938,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994889280443251,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995258002217222,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.4.self_attn": [
            {
                "accuracy": 0.9959456188800303,
                "total_bits": 187058176,
                "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": 0.9974410141646666,
                "total_bits": 192563200,
                "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": 0.9974309124885813,
                "total_bits": 197738240,
                "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": 0.9979359736470016,
                "total_bits": 234305024,
                "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": 0.9980251166148504,
                "total_bits": 276964352,
                "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": 0.9983449301952007,
                "total_bits": 277163264,
                "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": 0.9990751416036417,
                "total_bits": 355869696,
                "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": 0.999150771736535,
                "total_bits": 356068608,
                "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": 0.9991863468067573,
                "total_bits": 359029248,
                "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": 0.9992102080907085,
                "total_bits": 364154880,
                "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": 0.9992518353423006,
                "total_bits": 365243648,
                "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": 0.9993063318512501,
                "total_bits": 368204288,
                "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": 0.999396969159869,
                "total_bits": 373442560,
                "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": 0.9994673193983832,
                "total_bits": 378966016,
                "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": 0.9996642412795489,
                "total_bits": 458761216,
                "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": 0.9997296551813825,
                "total_bits": 467046400,
                "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": 0.9997494497174079,
                "total_bits": 532030464,
                "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": 0.9998584914160586,
                "total_bits": 552898560,
                "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": 0.9999292734273216,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9967083106503675,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968185609598693,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971443980834201,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972163047518974,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984856568442314,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998598636563034,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987028746920834,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999222594135637,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999273825761568,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992429250575553,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993342473263558,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996096116083208,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996652102762662,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997811124002941,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997949240802738,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998131419507492,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9999278476578567,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.5.self_attn": [
            {
                "accuracy": 0.9966417127533963,
                "total_bits": 187058176,
                "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": 0.9969604835036749,
                "total_bits": 192563200,
                "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": 0.9974119154197213,
                "total_bits": 197738240,
                "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": 0.9980525475448782,
                "total_bits": 234305024,
                "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": 0.9983252416438374,
                "total_bits": 276964352,
                "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": 0.9983550902995232,
                "total_bits": 277163264,
                "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": 0.9988790081084804,
                "total_bits": 355869696,
                "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": 0.998928896549746,
                "total_bits": 356068608,
                "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": 0.9990553335795228,
                "total_bits": 359029248,
                "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": 0.9990915563233246,
                "total_bits": 364154880,
                "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": 0.9991383934270983,
                "total_bits": 365243648,
                "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": 0.9992133827824881,
                "total_bits": 368204288,
                "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": 0.9993072216166183,
                "total_bits": 373442560,
                "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": 0.9993761779807852,
                "total_bits": 378966016,
                "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": 0.9996111471708374,
                "total_bits": 458761216,
                "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": 0.9996824880960814,
                "total_bits": 467046400,
                "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": 0.9997066683365694,
                "total_bits": 532030464,
                "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": 0.9998347077581504,
                "total_bits": 552898560,
                "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": 0.9999134470367848,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.996166872044437,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996296133870553,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966930859158502,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996782133570186,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982032733356678,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983520268793463,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984781505190767,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990971916061091,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991696222844583,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990978990650834,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999211534508504,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995429230529178,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999606895824208,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997546809907746,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997641563914887,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997861986944612,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9999327645014809,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.6.self_attn": [
            {
                "accuracy": 0.9966165939051854,
                "total_bits": 187058176,
                "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": 0.9968962400882063,
                "total_bits": 192563200,
                "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": 0.9973239372852013,
                "total_bits": 197738240,
                "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": 0.9978692371361447,
                "total_bits": 234305024,
                "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": 0.9983084896260774,
                "total_bits": 276964352,
                "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": 0.9983188592167082,
                "total_bits": 277163264,
                "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": 0.9989407767057664,
                "total_bits": 355869696,
                "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": 0.9989691918568784,
                "total_bits": 356068608,
                "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": 0.9990437361227936,
                "total_bits": 359029248,
                "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": 0.9990751950198932,
                "total_bits": 364154880,
                "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": 0.9991335200397052,
                "total_bits": 365243648,
                "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": 0.9991955172797469,
                "total_bits": 368204288,
                "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": 0.9993126601942717,
                "total_bits": 373442560,
                "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": 0.9993892107097628,
                "total_bits": 378966016,
                "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": 0.9996151958674953,
                "total_bits": 458761216,
                "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": 0.9996809794607352,
                "total_bits": 467046400,
                "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": 0.9997068093461597,
                "total_bits": 532030464,
                "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": 0.9998263281633722,
                "total_bits": 552898560,
                "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": 0.999914756200987,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9950301658337641,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952060359799745,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957517970255331,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958713636243421,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976603323961363,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978289609885236,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997998975450173,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988286860814122,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988417052633227,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987544041206619,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988967870288578,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992676211404614,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993758034190825,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994646806888724,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995950706736614,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999620060126242,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997444948098028,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.7.self_attn": [
            {
                "accuracy": 0.9961331902488478,
                "total_bits": 187058176,
                "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": 0.9965422626731819,
                "total_bits": 192563200,
                "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": 0.9970068706224036,
                "total_bits": 197738240,
                "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": 0.9977304411647645,
                "total_bits": 234305024,
                "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": 0.9981576806779853,
                "total_bits": 276964352,
                "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": 0.9981958675688427,
                "total_bits": 277163264,
                "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": 0.9987423858286715,
                "total_bits": 355869696,
                "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": 0.998785852166628,
                "total_bits": 356068608,
                "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": 0.9988884310434131,
                "total_bits": 359029248,
                "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": 0.9989346932822005,
                "total_bits": 364154880,
                "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": 0.9990789310173377,
                "total_bits": 365243648,
                "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": 0.9991359047738737,
                "total_bits": 368204288,
                "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": 0.9992068539569644,
                "total_bits": 373442560,
                "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": 0.9992756394203752,
                "total_bits": 378966016,
                "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": 0.9995587850632881,
                "total_bits": 458761216,
                "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": 0.9996259709418824,
                "total_bits": 467046400,
                "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": 0.9996640298218393,
                "total_bits": 532030464,
                "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": 0.9997969876192081,
                "total_bits": 552898560,
                "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": 0.9998982558249018,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9938900313634229,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940987808237735,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948019088049861,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994958788487374,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971453861002565,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973733360866869,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997601928550897,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985702913377041,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986836189667596,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985659595940409,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987452838655659,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992690340242054,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993733793395988,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996058378877167,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996264391811565,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996682774370512,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998960448317934,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.8.self_attn": [
            {
                "accuracy": 0.9945238184575972,
                "total_bits": 187058176,
                "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": 0.9950983128510416,
                "total_bits": 192563200,
                "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": 0.9957348073489571,
                "total_bits": 197738240,
                "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": 0.9969851379282773,
                "total_bits": 234305024,
                "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": 0.997417096122119,
                "total_bits": 276964352,
                "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": 0.9974755792339381,
                "total_bits": 277163264,
                "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": 0.9983714226951921,
                "total_bits": 355869696,
                "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": 0.998460725917922,
                "total_bits": 356068608,
                "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": 0.9985645178301064,
                "total_bits": 359029248,
                "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": 0.9986302645472613,
                "total_bits": 364154880,
                "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": 0.9986937305105752,
                "total_bits": 365243648,
                "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": 0.998790092919463,
                "total_bits": 368204288,
                "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": 0.9988897350298143,
                "total_bits": 373442560,
                "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": 0.9989762216604217,
                "total_bits": 378966016,
                "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": 0.9993841977312082,
                "total_bits": 458761216,
                "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": 0.9994782174211363,
                "total_bits": 467046400,
                "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": 0.9995699829581243,
                "total_bits": 532030464,
                "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": 0.9997180798787955,
                "total_bits": 552898560,
                "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": 0.9998759646320985,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9931356913263076,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933657516284209,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941447816887184,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943197734751984,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968386379585258,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970906801570795,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973567113292551,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983177657888614,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984930658614949,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983835084498615,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985903818742372,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991492469715396,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999263087247719,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994799856840951,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995093581520976,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995517203941219,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997351641738389,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.9.self_attn": [
            {
                "accuracy": 0.9945329436787257,
                "total_bits": 187058176,
                "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": 0.9947987137803513,
                "total_bits": 192563200,
                "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": 0.995390102402062,
                "total_bits": 197738240,
                "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": 0.9966217198678734,
                "total_bits": 234305024,
                "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": 0.9971437411333778,
                "total_bits": 276964352,
                "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": 0.9971454330646482,
                "total_bits": 277163264,
                "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": 0.9981995610961396,
                "total_bits": 355869696,
                "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": 0.9982146018576857,
                "total_bits": 356068608,
                "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": 0.9984620173253413,
                "total_bits": 359029248,
                "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": 0.9985340551509964,
                "total_bits": 364154880,
                "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": 0.998579728490624,
                "total_bits": 365243648,
                "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": 0.9986676872573107,
                "total_bits": 368204288,
                "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": 0.9988148495934805,
                "total_bits": 373442560,
                "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": 0.9988948709000588,
                "total_bits": 378966016,
                "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": 0.9993183133222996,
                "total_bits": 458761216,
                "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": 0.9994483351857573,
                "total_bits": 467046400,
                "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": 0.9995152005683753,
                "total_bits": 532030464,
                "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": 0.9997061126372213,
                "total_bits": 552898560,
                "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": 0.9998600539555283,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9922447077145702,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925072627436173,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9934222724925923,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936237271483007,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963893709018042,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966784716265178,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969788131941306,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981824341658992,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983257938323444,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981842744041627,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984160290455053,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990799738811084,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992099212678639,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999506352916605,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995282766007891,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995841458409191,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999865847510687,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.10.self_attn": [
            {
                "accuracy": 0.9937942865990886,
                "total_bits": 187058176,
                "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": 0.994166461799882,
                "total_bits": 192563200,
                "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": 0.9948115459349203,
                "total_bits": 197738240,
                "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": 0.9961575811336699,
                "total_bits": 234305024,
                "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": 0.9968601987746201,
                "total_bits": 276964352,
                "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": 0.9969523789630713,
                "total_bits": 277163264,
                "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": 0.9979658187183208,
                "total_bits": 355869696,
                "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": 0.9980500145190346,
                "total_bits": 356068608,
                "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": 0.9982145906205436,
                "total_bits": 359029248,
                "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": 0.9982978073071296,
                "total_bits": 364154880,
                "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": 0.9984169633703699,
                "total_bits": 365243648,
                "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": 0.998531070629772,
                "total_bits": 368204288,
                "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": 0.9986382036800742,
                "total_bits": 373442560,
                "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": 0.9987669804862602,
                "total_bits": 378966016,
                "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": 0.9992489715958456,
                "total_bits": 458761216,
                "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": 0.9993807600464941,
                "total_bits": 467046400,
                "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": 0.9994535720217851,
                "total_bits": 532030464,
                "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": 0.9996543732689277,
                "total_bits": 552898560,
                "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": 0.9998461416551819,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9917685196146762,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920450206845999,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993054480291903,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932778665403786,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961287274245957,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964473978738839,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996776813310326,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980223769518105,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981973098443919,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980774245800843,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983107187221513,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990249154200826,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991610043645395,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994794261231283,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994976820966449,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995588732402355,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998559856103384,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.11.self_attn": [
            {
                "accuracy": 0.9930735166723791,
                "total_bits": 187058176,
                "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": 0.9936613659129331,
                "total_bits": 192563200,
                "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": 0.9943089815787971,
                "total_bits": 197738240,
                "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": 0.9957768015661522,
                "total_bits": 234305024,
                "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": 0.9966670068127936,
                "total_bits": 276964352,
                "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": 0.9967551950340796,
                "total_bits": 277163264,
                "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": 0.9978627280491453,
                "total_bits": 355869696,
                "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": 0.9979669166741109,
                "total_bits": 356068608,
                "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": 0.9981118389098954,
                "total_bits": 359029248,
                "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": 0.9981996287640772,
                "total_bits": 364154880,
                "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": 0.9983383804486182,
                "total_bits": 365243648,
                "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": 0.9984419318957647,
                "total_bits": 368204288,
                "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": 0.9985337103104317,
                "total_bits": 373442560,
                "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": 0.9986563182779049,
                "total_bits": 378966016,
                "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": 0.9991861950226226,
                "total_bits": 458761216,
                "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": 0.9993154630922761,
                "total_bits": 467046400,
                "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": 0.9994382995723036,
                "total_bits": 532030464,
                "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": 0.9996200124334887,
                "total_bits": 552898560,
                "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": 0.9998366829868724,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9905802125944511,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908892939259347,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920527745822543,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923119305780059,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955626085008445,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959158052837378,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962904749095047,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99778161429506,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979599685297886,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977725868137848,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980494008203479,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988710124529653,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990310485836266,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994003159242167,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994202399179094,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999488895273412,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99983981563051,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.12.self_attn": [
            {
                "accuracy": 0.9910701899054019,
                "total_bits": 187058176,
                "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": 0.9918534795165455,
                "total_bits": 192563200,
                "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": 0.9927212578783694,
                "total_bits": 197738240,
                "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": 0.9946410112622145,
                "total_bits": 234305024,
                "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": 0.9957123278689227,
                "total_bits": 276964352,
                "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": 0.9957653053693081,
                "total_bits": 277163264,
                "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": 0.9972752855085817,
                "total_bits": 355869696,
                "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": 0.9973444345799324,
                "total_bits": 356068608,
                "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": 0.9975357768616002,
                "total_bits": 359029248,
                "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": 0.9976823880508738,
                "total_bits": 364154880,
                "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": 0.9978437561443761,
                "total_bits": 365243648,
                "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": 0.9979851232216644,
                "total_bits": 368204288,
                "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": 0.9981431195659465,
                "total_bits": 373442560,
                "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": 0.9982991210662907,
                "total_bits": 378966016,
                "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": 0.9989686389086082,
                "total_bits": 458761216,
                "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": 0.9991389698851364,
                "total_bits": 467046400,
                "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": 0.999281768913773,
                "total_bits": 532030464,
                "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": 0.9995140006266363,
                "total_bits": 552898560,
                "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": 0.9997960757617349,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9891133168222088,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894642160323105,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908627763537592,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911803973005399,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994865857616165,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952726115006953,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957319178226355,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974303930495424,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976382735552952,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974228993094968,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997743230827741,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986938334554188,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988792257316067,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999306236335542,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993297882641567,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994147370299814,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9998148162366737,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.13.self_attn": [
            {
                "accuracy": 0.9905862934201172,
                "total_bits": 187058176,
                "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": 0.9912386606447399,
                "total_bits": 192563200,
                "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": 0.9920446855065069,
                "total_bits": 197738240,
                "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": 0.9942712528680108,
                "total_bits": 234305024,
                "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": 0.9953165997530481,
                "total_bits": 276964352,
                "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": 0.995377159934785,
                "total_bits": 277163264,
                "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": 0.9971407358044464,
                "total_bits": 355869696,
                "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": 0.9971984471807158,
                "total_bits": 356068608,
                "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": 0.9974322112791828,
                "total_bits": 359029248,
                "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": 0.9975576291755331,
                "total_bits": 364154880,
                "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": 0.9976416402986568,
                "total_bits": 365243648,
                "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": 0.9978147646118152,
                "total_bits": 368204288,
                "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": 0.9979744736705661,
                "total_bits": 373442560,
                "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": 0.998136778594926,
                "total_bits": 378966016,
                "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": 0.9988683723832333,
                "total_bits": 458761216,
                "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": 0.9990574352008192,
                "total_bits": 467046400,
                "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": 0.9992510315251389,
                "total_bits": 532030464,
                "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": 0.9994796265703993,
                "total_bits": 552898560,
                "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": 0.9997932125506371,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9878638142131662,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882745234491793,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898179239642463,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901577050209438,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943389103159701,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947900400546036,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952902737882381,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971644443239233,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973941937848729,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971576706922957,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975129377072383,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985576778601267,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987639722867722,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992316498690726,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992588510412086,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993508065021351,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997941728636904,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.14.self_attn": [
            {
                "accuracy": 0.9889371264235753,
                "total_bits": 187058176,
                "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": 0.9892763468240829,
                "total_bits": 192563200,
                "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": 0.9904682142660022,
                "total_bits": 197738240,
                "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": 0.9929661692708338,
                "total_bits": 234305024,
                "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": 0.9943249166550997,
                "total_bits": 276964352,
                "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": 0.9944809407583977,
                "total_bits": 277163264,
                "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": 0.9966794644776535,
                "total_bits": 355869696,
                "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": 0.9967916894238442,
                "total_bits": 356068608,
                "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": 0.9970235233317668,
                "total_bits": 359029248,
                "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": 0.9971815807940928,
                "total_bits": 364154880,
                "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": 0.9971765437482023,
                "total_bits": 365243648,
                "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": 0.9973637253095052,
                "total_bits": 368204288,
                "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": 0.9976101567061912,
                "total_bits": 373442560,
                "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": 0.9977993494892297,
                "total_bits": 378966016,
                "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": 0.9986687957548144,
                "total_bits": 458761216,
                "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": 0.9988987537584954,
                "total_bits": 467046400,
                "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": 0.9991245881017101,
                "total_bits": 532030464,
                "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": 0.9994046403138016,
                "total_bits": 552898560,
                "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": 0.9997583389662108,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9865074089581245,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869653015936676,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886966968739503,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890841200065456,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936722535394916,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941753862229618,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947404524948644,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968212737554782,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970780993738261,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968177529149934,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972158635010648,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983839250635356,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986157265038377,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991376481729707,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991695921849705,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992742750481213,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997690688676237,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.15.self_attn": [
            {
                "accuracy": 0.9878840282265293,
                "total_bits": 187058176,
                "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": 0.9882607105139055,
                "total_bits": 192563200,
                "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": 0.9893990615627876,
                "total_bits": 197738240,
                "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": 0.9919839164634284,
                "total_bits": 234305024,
                "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": 0.9938726558251992,
                "total_bits": 276964352,
                "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": 0.9939377204711107,
                "total_bits": 277163264,
                "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": 0.9964060776033684,
                "total_bits": 355869696,
                "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": 0.9964861185412461,
                "total_bits": 356068608,
                "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": 0.9967625421275826,
                "total_bits": 359029248,
                "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": 0.9969809060107524,
                "total_bits": 364154880,
                "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": 0.9969612795761541,
                "total_bits": 365243648,
                "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": 0.9971908494021351,
                "total_bits": 368204288,
                "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": 0.9974032330486041,
                "total_bits": 373442560,
                "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": 0.9976231404151278,
                "total_bits": 378966016,
                "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": 0.9985515281288443,
                "total_bits": 458761216,
                "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": 0.9988049123264653,
                "total_bits": 467046400,
                "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": 0.9990648372729897,
                "total_bits": 532030464,
                "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": 0.9993436717746877,
                "total_bits": 552898560,
                "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": 0.9997387731357441,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9852244614280368,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857342300544444,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876404004661661,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9880595046928838,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930974560005492,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936446872735886,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9942600565080187,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965335931628942,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968124486285409,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965332125215546,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969656551869488,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982410555484852,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984927181779456,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990613960330129,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990963718982561,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992083903236658,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997492915143468,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.16.self_attn": [
            {
                "accuracy": 0.986430655233562,
                "total_bits": 187058176,
                "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": 0.9869568624876832,
                "total_bits": 192563200,
                "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": 0.9881813355574482,
                "total_bits": 197738240,
                "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": 0.9908890081324467,
                "total_bits": 234305024,
                "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": 0.9931634706445038,
                "total_bits": 276964352,
                "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": 0.9932708335109055,
                "total_bits": 277163264,
                "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": 0.9959758004467738,
                "total_bits": 355869696,
                "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": 0.996066026095497,
                "total_bits": 356068608,
                "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": 0.996374053010521,
                "total_bits": 359029248,
                "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": 0.9965505940521038,
                "total_bits": 364154880,
                "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": 0.996564900122681,
                "total_bits": 365243648,
                "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": 0.9968183951109255,
                "total_bits": 368204288,
                "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": 0.9970563212961057,
                "total_bits": 373442560,
                "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": 0.9973260947552166,
                "total_bits": 378966016,
                "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": 0.9983961371901003,
                "total_bits": 458761216,
                "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": 0.9986498271096743,
                "total_bits": 467046400,
                "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": 0.9989676389806462,
                "total_bits": 532030464,
                "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": 0.999259277934662,
                "total_bits": 552898560,
                "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": 0.9997104863838391,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9837781063918221,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9843497034652453,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9864895911397118,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9869576792575812,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992427188437432,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9930297064741975,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937110840048837,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961932678094232,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965016815296718,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961957377013996,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996671232688976,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980722369908012,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983436732896065,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989693835285787,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990099352343302,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991327066918051,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997240065184949,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.17.self_attn": [
            {
                "accuracy": 0.9844646832758659,
                "total_bits": 187058176,
                "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": 0.9849868932934968,
                "total_bits": 192563200,
                "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": 0.9865049307822789,
                "total_bits": 197738240,
                "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": 0.9900724188865799,
                "total_bits": 234305024,
                "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": 0.9921472237788533,
                "total_bits": 276964352,
                "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": 0.9922438488881055,
                "total_bits": 277163264,
                "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": 0.9956163021515271,
                "total_bits": 355869696,
                "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": 0.995710155534509,
                "total_bits": 356068608,
                "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": 0.9959335466846824,
                "total_bits": 359029248,
                "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": 0.9961882449784561,
                "total_bits": 364154880,
                "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": 0.9960641162469983,
                "total_bits": 365243648,
                "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": 0.9963272406572574,
                "total_bits": 368204288,
                "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": 0.9966564121545831,
                "total_bits": 373442560,
                "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": 0.9969219531079656,
                "total_bits": 378966016,
                "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": 0.9981620476801732,
                "total_bits": 458761216,
                "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": 0.9984537476802392,
                "total_bits": 467046400,
                "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": 0.998853459994088,
                "total_bits": 532030464,
                "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": 0.9991810907223752,
                "total_bits": 552898560,
                "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": 0.999685404063999,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9825105251940457,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9831104778047455,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853937920967215,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9858946396332038,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918324704478053,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924780161512133,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932109040796364,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958901665246996,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962225895571081,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959033604123091,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964116581372524,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979242502564662,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982173990727844,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988894053661314,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989357259688213,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990698788621414,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9997032720712014,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.18.self_attn": [
            {
                "accuracy": 0.9828036132415658,
                "total_bits": 187058176,
                "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": 0.9833275445393825,
                "total_bits": 192563200,
                "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": 0.9850646385824994,
                "total_bits": 197738240,
                "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": 0.9886820009958587,
                "total_bits": 234305024,
                "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": 0.991231842726273,
                "total_bits": 276964352,
                "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": 0.9913170986906871,
                "total_bits": 277163264,
                "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": 0.9948623460889059,
                "total_bits": 355869696,
                "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": 0.9949991586250498,
                "total_bits": 356068608,
                "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": 0.9954284277229913,
                "total_bits": 359029248,
                "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": 0.995745127812322,
                "total_bits": 364154880,
                "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": 0.9956535067482802,
                "total_bits": 365243648,
                "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": 0.9959781154205924,
                "total_bits": 368204288,
                "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": 0.9963316604446032,
                "total_bits": 373442560,
                "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": 0.9965895853667078,
                "total_bits": 378966016,
                "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": 0.9979598992810536,
                "total_bits": 458761216,
                "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": 0.9982944330274078,
                "total_bits": 467046400,
                "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": 0.9986819496782693,
                "total_bits": 532030464,
                "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": 0.9990861396440059,
                "total_bits": 552898560,
                "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": 0.9996395151216635,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9812489978380894,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9818904757205593,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9843247119631422,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984866554407697,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912287615190604,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919250775863858,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927071541008589,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955690165270904,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959279354048991,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955992970591117,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961438940617403,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977696251405991,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980833796772027,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988014601863382,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988574652417906,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999001235217101,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996774997301767,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.19.self_attn": [
            {
                "accuracy": 0.9806188491516208,
                "total_bits": 187058176,
                "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": 0.9811822591643584,
                "total_bits": 192563200,
                "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": 0.9829903420453009,
                "total_bits": 197738240,
                "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": 0.9865948173560595,
                "total_bits": 234305024,
                "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": 0.9899504865813804,
                "total_bits": 276964352,
                "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": 0.9900370405888871,
                "total_bits": 277163264,
                "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": 0.994086166745738,
                "total_bits": 355869696,
                "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": 0.9942225768770042,
                "total_bits": 356068608,
                "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": 0.9946282585641664,
                "total_bits": 359029248,
                "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": 0.995013602629402,
                "total_bits": 364154880,
                "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": 0.9949172499320028,
                "total_bits": 365243648,
                "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": 0.9953647021228742,
                "total_bits": 368204288,
                "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": 0.995787318673377,
                "total_bits": 373442560,
                "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": 0.9961481112864261,
                "total_bits": 378966016,
                "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": 0.9976866751247527,
                "total_bits": 458761216,
                "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": 0.9980698025442267,
                "total_bits": 467046400,
                "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": 0.9984638095576022,
                "total_bits": 532030464,
                "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": 0.9989359417630016,
                "total_bits": 552898560,
                "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": 0.9995807464645048,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9798193899424452,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9805070630911934,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9831431766873912,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9837284286163355,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905176047774914,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912746853293165,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921148215959731,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952172547652337,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956032431218773,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952359528427845,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958282224221253,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975830332780453,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979258630498263,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987041889567321,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987604270143876,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989137196343539,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996535784908032,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.20.self_attn": [
            {
                "accuracy": 0.9798203191082728,
                "total_bits": 187058176,
                "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": 0.9808933359913921,
                "total_bits": 192563200,
                "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": 0.98310127241635,
                "total_bits": 197738240,
                "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": 0.9871158007728426,
                "total_bits": 234305024,
                "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": 0.9899453759977692,
                "total_bits": 276964352,
                "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": 0.9901323043496201,
                "total_bits": 277163264,
                "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": 0.9940506695328575,
                "total_bits": 355869696,
                "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": 0.9941997768872074,
                "total_bits": 356068608,
                "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": 0.9946098422852198,
                "total_bits": 359029248,
                "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": 0.9948880906633445,
                "total_bits": 364154880,
                "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": 0.9949464147763425,
                "total_bits": 365243648,
                "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": 0.9953217978809813,
                "total_bits": 368204288,
                "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": 0.9957962280359903,
                "total_bits": 373442560,
                "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": 0.9961231816805115,
                "total_bits": 378966016,
                "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": 0.9976971792057157,
                "total_bits": 458761216,
                "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": 0.9980492579664937,
                "total_bits": 467046400,
                "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": 0.998454423725458,
                "total_bits": 532030464,
                "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": 0.9989012331015578,
                "total_bits": 552898560,
                "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": 0.9995737388717795,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9781068696787483,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9788552025627149,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9817545439459776,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9824011885119897,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897076640474168,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9905290250960541,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914461989936075,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947920163701239,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952076139712804,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9948279509860042,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954730781334403,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973780378503235,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977489298662955,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985856543981323,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986576295555815,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9988246310876046,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9996182570359547,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.21.self_attn": [
            {
                "accuracy": 0.976924734974378,
                "total_bits": 187058176,
                "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": 0.9779487223315396,
                "total_bits": 192563200,
                "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": 0.9800821081490109,
                "total_bits": 197738240,
                "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": 0.984678185495891,
                "total_bits": 234305024,
                "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": 0.9881886860943938,
                "total_bits": 276964352,
                "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": 0.9884285602326456,
                "total_bits": 277163264,
                "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": 0.9930532222956812,
                "total_bits": 355869696,
                "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": 0.9932893143329573,
                "total_bits": 356068608,
                "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": 0.9937334116793385,
                "total_bits": 359029248,
                "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": 0.9940942231516697,
                "total_bits": 364154880,
                "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": 0.9941462551023027,
                "total_bits": 365243648,
                "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": 0.9945307791012487,
                "total_bits": 368204288,
                "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": 0.9950375767473719,
                "total_bits": 373442560,
                "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": 0.9954650433317415,
                "total_bits": 378966016,
                "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": 0.9972574922660562,
                "total_bits": 458761216,
                "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": 0.9977114338329748,
                "total_bits": 467046400,
                "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": 0.9981801756535118,
                "total_bits": 532030464,
                "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": 0.9987255934821931,
                "total_bits": 552898560,
                "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": 0.9995057898846235,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9759732377960494,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9767935893645412,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9798948083955207,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9805961399780292,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9887366610530176,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896303104530824,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990611355212566,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943006511189436,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947563895073376,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943437918187364,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950413090225897,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971316052282131,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975344394456203,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984562673152572,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985312126503375,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9987118855903023,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995845347615326,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.22.self_attn": [
            {
                "accuracy": 0.9749391555884167,
                "total_bits": 187058176,
                "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": 0.9759144969284534,
                "total_bits": 192563200,
                "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": 0.9784093636431193,
                "total_bits": 197738240,
                "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": 0.9839448232301756,
                "total_bits": 234305024,
                "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": 0.9871605932222385,
                "total_bits": 276964352,
                "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": 0.9874788287683929,
                "total_bits": 277163264,
                "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": 0.9926539791355792,
                "total_bits": 355869696,
                "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": 0.9928273394409763,
                "total_bits": 356068608,
                "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": 0.9932884030583266,
                "total_bits": 359029248,
                "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": 0.9937290960040531,
                "total_bits": 364154880,
                "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": 0.9935892641446308,
                "total_bits": 365243648,
                "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": 0.9940774710603842,
                "total_bits": 368204288,
                "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": 0.9946975250311784,
                "total_bits": 373442560,
                "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": 0.9951053159924126,
                "total_bits": 378966016,
                "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": 0.9970724476121464,
                "total_bits": 458761216,
                "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": 0.9975562722017792,
                "total_bits": 467046400,
                "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": 0.9980666177641404,
                "total_bits": 532030464,
                "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": 0.9986794627283847,
                "total_bits": 552898560,
                "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": 0.9994811464382923,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9752010911899177,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9760685031743426,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9792932536649076,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980008681010651,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9884363692743998,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9893483204374972,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903373037170815,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941718544516909,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9946256940449146,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941910071249463,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949115083405846,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970534731584945,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974694587290287,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984177256885328,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984903499533079,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986710688957062,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995758875616287,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.23.self_attn": [
            {
                "accuracy": 0.9794642702235203,
                "total_bits": 187058176,
                "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": 0.9801405072212219,
                "total_bits": 192563200,
                "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": 0.9822646328002999,
                "total_bits": 197738240,
                "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": 0.986362889899235,
                "total_bits": 234305024,
                "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": 0.9892276886752561,
                "total_bits": 276964352,
                "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": 0.9894269752855364,
                "total_bits": 277163264,
                "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": 0.9935018287138327,
                "total_bits": 355869696,
                "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": 0.9936754126346817,
                "total_bits": 356068608,
                "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": 0.9943279604623584,
                "total_bits": 359029248,
                "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": 0.9946085705642441,
                "total_bits": 364154880,
                "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": 0.9947371195732174,
                "total_bits": 365243648,
                "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": 0.9951293768826872,
                "total_bits": 368204288,
                "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": 0.9955917007510403,
                "total_bits": 373442560,
                "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": 0.9959439121823954,
                "total_bits": 378966016,
                "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": 0.9975418483862948,
                "total_bits": 458761216,
                "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": 0.9979494480955365,
                "total_bits": 467046400,
                "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": 0.9982933608484209,
                "total_bits": 532030464,
                "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": 0.9988794759847224,
                "total_bits": 552898560,
                "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": 0.9995309356829813,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.975117964768096,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9759559259798966,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9790387325184909,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9797335856251026,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882436381947053,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891819981367964,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9901517942106646,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940867553906221,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945471258343834,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940871385563361,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994824590823172,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970018943208024,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974270670944335,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983922244711337,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984615009866262,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9986366573292272,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995633060660973,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.24.self_attn": [
            {
                "accuracy": 0.97873045636439,
                "total_bits": 187058176,
                "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": 0.9803160557915506,
                "total_bits": 192563200,
                "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": 0.981878205006452,
                "total_bits": 197738240,
                "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": 0.9859712270431613,
                "total_bits": 234305024,
                "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": 0.989489937985414,
                "total_bits": 276964352,
                "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": 0.9898260429158414,
                "total_bits": 277163264,
                "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": 0.9935534476841751,
                "total_bits": 355869696,
                "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": 0.9939467139836204,
                "total_bits": 356068608,
                "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": 0.9944702785241565,
                "total_bits": 359029248,
                "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": 0.9948155413332739,
                "total_bits": 364154880,
                "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": 0.9949274398876649,
                "total_bits": 365243648,
                "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": 0.9952543781776177,
                "total_bits": 368204288,
                "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": 0.9956245833248096,
                "total_bits": 373442560,
                "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": 0.9959913116487625,
                "total_bits": 378966016,
                "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": 0.9975758846052677,
                "total_bits": 458761216,
                "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": 0.997988667559663,
                "total_bits": 467046400,
                "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": 0.9983836706164048,
                "total_bits": 532030464,
                "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": 0.9988867029590581,
                "total_bits": 552898560,
                "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": 0.9995533878176693,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9740971721904842,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9749379843277367,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9780485297210122,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9787312297542629,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876935172237848,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886891496808905,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9896459233407912,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993827546677111,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9943119365918008,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937988942194926,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9945740439978085,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968484987896916,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973013762531704,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983191059436649,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998382098850255,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985539691498209,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995494806774475,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.25.self_attn": [
            {
                "accuracy": 0.9810727159247586,
                "total_bits": 187058176,
                "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": 0.9817998023017457,
                "total_bits": 192563200,
                "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": 0.9837681244764673,
                "total_bits": 197738240,
                "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": 0.9873997200476495,
                "total_bits": 234305024,
                "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": 0.9903452100330278,
                "total_bits": 276964352,
                "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": 0.9904887702953267,
                "total_bits": 277163264,
                "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": 0.9941082583299201,
                "total_bits": 355869696,
                "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": 0.994283892704468,
                "total_bits": 356068608,
                "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": 0.994744514776884,
                "total_bits": 359029248,
                "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": 0.994992020172312,
                "total_bits": 364154880,
                "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": 0.9951380696760392,
                "total_bits": 365243648,
                "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": 0.9955663901361588,
                "total_bits": 368204288,
                "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": 0.9959868257987852,
                "total_bits": 373442560,
                "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": 0.99633618076577,
                "total_bits": 378966016,
                "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": 0.9977515089558437,
                "total_bits": 458761216,
                "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": 0.9981467223076738,
                "total_bits": 467046400,
                "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": 0.9984308433241064,
                "total_bits": 532030464,
                "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": 0.9989633641058677,
                "total_bits": 552898560,
                "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": 0.999555408573207,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.973278108788164,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.974142904050256,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9772885995181767,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9779811472092804,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873078588984514,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883219728638467,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9892984758572358,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936236810478333,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9941207448902883,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9936087852049815,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944033448118716,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967576928289705,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972151489622009,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982675012556443,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983358162602312,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9985129192937165,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995326006150878,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.26.self_attn": [
            {
                "accuracy": 0.978304250459922,
                "total_bits": 187058176,
                "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": 0.9787903076135799,
                "total_bits": 192563200,
                "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": 0.9817026787878651,
                "total_bits": 197738240,
                "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": 0.9857519556229052,
                "total_bits": 234305024,
                "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": 0.988931242180498,
                "total_bits": 276964352,
                "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": 0.9891534884901423,
                "total_bits": 277163264,
                "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": 0.993001533647705,
                "total_bits": 355869696,
                "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": 0.9934343469427213,
                "total_bits": 356068608,
                "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": 0.9941957801286327,
                "total_bits": 359029248,
                "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": 0.9945683097466826,
                "total_bits": 364154880,
                "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": 0.9947381973095042,
                "total_bits": 365243648,
                "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": 0.9951245203295624,
                "total_bits": 368204288,
                "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": 0.9955439009752712,
                "total_bits": 373442560,
                "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": 0.9958774647307828,
                "total_bits": 378966016,
                "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": 0.997465079552249,
                "total_bits": 458761216,
                "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": 0.9979253317302975,
                "total_bits": 467046400,
                "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": 0.9982626062180651,
                "total_bits": 532030464,
                "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": 0.998843338270059,
                "total_bits": 552898560,
                "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": 0.9995099867948355,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9717314954062826,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9726369286838331,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9759652696942028,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.976701185401333,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9865735003136491,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876372551447467,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9886740673774559,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932503358362929,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993779846932739,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932482292091376,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940779232665112,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965738348393259,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970557580113804,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981737076917565,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982432303153664,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9984349798300842,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9995107068036879,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.27.self_attn": [
            {
                "accuracy": 0.9798493443645144,
                "total_bits": 187058176,
                "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": 0.9806313611272919,
                "total_bits": 192563200,
                "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": 0.9827687190845609,
                "total_bits": 197738240,
                "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": 0.9861097910294407,
                "total_bits": 234305024,
                "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": 0.9897638666198442,
                "total_bits": 276964352,
                "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": 0.9898240247643307,
                "total_bits": 277163264,
                "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": 0.9937091395503989,
                "total_bits": 355869696,
                "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": 0.9938137672694498,
                "total_bits": 356068608,
                "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": 0.9936681353045922,
                "total_bits": 359029248,
                "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": 0.9942309879697859,
                "total_bits": 364154880,
                "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": 0.994782211038431,
                "total_bits": 365243648,
                "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": 0.9951623949638911,
                "total_bits": 368204288,
                "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": 0.9955482449088442,
                "total_bits": 373442560,
                "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": 0.9959317195523334,
                "total_bits": 378966016,
                "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": 0.9975638717020813,
                "total_bits": 458761216,
                "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": 0.9979887531494329,
                "total_bits": 467046400,
                "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": 0.9982931967640883,
                "total_bits": 532030464,
                "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": 0.998886351498138,
                "total_bits": 552898560,
                "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": 0.99952243091416,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9706536060885379,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9716056264740857,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9750233960190886,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9757918974776801,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9860751330362338,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9871779356740022,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9882717609993721,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929912638311323,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935450872749483,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929978841131455,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.993860313766881,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964506388886979,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969458878898111,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981021025757256,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981812821566373,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983828700527451,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994861883659676,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.28.self_attn": [
            {
                "accuracy": 0.9764010871417428,
                "total_bits": 187058176,
                "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": 0.9775153799472671,
                "total_bits": 192563200,
                "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": 0.9804078019469192,
                "total_bits": 197738240,
                "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": 0.9846572501486853,
                "total_bits": 234305024,
                "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": 0.9879894449718689,
                "total_bits": 276964352,
                "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": 0.9883481468025007,
                "total_bits": 277163264,
                "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": 0.9924496008867496,
                "total_bits": 355869696,
                "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": 0.9927142346768003,
                "total_bits": 356068608,
                "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": 0.9934834081091379,
                "total_bits": 359029248,
                "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": 0.9938407125882804,
                "total_bits": 364154880,
                "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": 0.9941298290474438,
                "total_bits": 365243648,
                "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": 0.9945493789855391,
                "total_bits": 368204288,
                "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": 0.9950644432959196,
                "total_bits": 373442560,
                "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": 0.9954658378601858,
                "total_bits": 378966016,
                "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": 0.9972614463369706,
                "total_bits": 458761216,
                "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": 0.9977117471985126,
                "total_bits": 467046400,
                "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": 0.9980740076249563,
                "total_bits": 532030464,
                "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": 0.9987168279629642,
                "total_bits": 552898560,
                "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": 0.9994594229976524,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9691095457069183,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9701086973869487,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9738671172802386,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9747444703978928,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853156142328915,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9865024931924907,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877517514764086,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925564550549576,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931827435318968,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926322895886475,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935356588102877,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962640366713075,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967862000983012,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979945944904006,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980890869138468,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998318577430358,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.999457976025664,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.29.self_attn": [
            {
                "accuracy": 0.9750184048163263,
                "total_bits": 187058176,
                "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": 0.9761813461878582,
                "total_bits": 192563200,
                "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": 0.9792807003189075,
                "total_bits": 197738240,
                "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": 0.9841969390644839,
                "total_bits": 234305024,
                "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": 0.9873854016493026,
                "total_bits": 276964352,
                "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": 0.9876974420867076,
                "total_bits": 277163264,
                "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": 0.9923659580220517,
                "total_bits": 355869696,
                "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": 0.9924986446276307,
                "total_bits": 356068608,
                "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": 0.9930798000116882,
                "total_bits": 359029248,
                "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": 0.9934166106640508,
                "total_bits": 364154880,
                "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": 0.9936595350552938,
                "total_bits": 365243648,
                "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": 0.9941690966462422,
                "total_bits": 368204288,
                "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": 0.994792222094379,
                "total_bits": 373442560,
                "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": 0.9952067365306184,
                "total_bits": 378966016,
                "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": 0.9971197588234454,
                "total_bits": 458761216,
                "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": 0.9975832247322327,
                "total_bits": 467046400,
                "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": 0.9979526761024701,
                "total_bits": 532030464,
                "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": 0.9986639093319689,
                "total_bits": 552898560,
                "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": 0.999437710588896,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9694105410262158,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9703556649190815,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.974039958005673,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9749041369773055,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.985426432109977,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986569060453851,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877897502707416,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926261791567269,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9932268623899865,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926736545994094,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9935730699400761,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962859394420919,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968020399468706,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980086355935782,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980998010815758,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9983233846601491,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994594784312587,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.30.self_attn": [
            {
                "accuracy": 0.9807080853436339,
                "total_bits": 187058176,
                "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": 0.9812987485508385,
                "total_bits": 192563200,
                "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": 0.9837313034130555,
                "total_bits": 197738240,
                "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": 0.9873730802516404,
                "total_bits": 234305024,
                "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": 0.9900184964614087,
                "total_bits": 276964352,
                "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": 0.9902094686403871,
                "total_bits": 277163264,
                "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": 0.9937644825856152,
                "total_bits": 355869696,
                "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": 0.9939654433707658,
                "total_bits": 356068608,
                "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": 0.9943768270436282,
                "total_bits": 359029248,
                "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": 0.99463111570252,
                "total_bits": 364154880,
                "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": 0.994938692813249,
                "total_bits": 365243648,
                "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": 0.995346651731157,
                "total_bits": 368204288,
                "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": 0.9957676378912047,
                "total_bits": 373442560,
                "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": 0.9961451452568566,
                "total_bits": 378966016,
                "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": 0.9976390341762453,
                "total_bits": 458761216,
                "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": 0.998042388016505,
                "total_bits": 467046400,
                "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": 0.9982987457494202,
                "total_bits": 532030464,
                "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": 0.9989393263332251,
                "total_bits": 552898560,
                "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": 0.9995257503270343,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9683395468286777,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9693498410480587,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9730781335383654,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9739540018827507,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9848676993462601,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986071658173674,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9873011837909488,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923628985783771,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929815334218898,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923918928313804,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9933314572921709,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961434900883193,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966852236906752,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979368214691547,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998027004852989,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9982492786305222,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994411893222652,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.31.self_attn": [
            {
                "accuracy": 0.978880679823066,
                "total_bits": 187058176,
                "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": 0.979760362962751,
                "total_bits": 192563200,
                "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": 0.9826643172357428,
                "total_bits": 197738240,
                "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": 0.9864246005094365,
                "total_bits": 234305024,
                "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": 0.9891416661833462,
                "total_bits": 276964352,
                "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": 0.9895230286117447,
                "total_bits": 277163264,
                "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": 0.9929712313276372,
                "total_bits": 355869696,
                "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": 0.9934341562176613,
                "total_bits": 356068608,
                "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": 0.9939157544684253,
                "total_bits": 359029248,
                "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": 0.9942382128394552,
                "total_bits": 364154880,
                "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": 0.9946489219896888,
                "total_bits": 365243648,
                "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": 0.9950861994079069,
                "total_bits": 368204288,
                "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": 0.9955224654220632,
                "total_bits": 373442560,
                "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": 0.9958989688709966,
                "total_bits": 378966016,
                "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": 0.9974541710015681,
                "total_bits": 458761216,
                "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": 0.9979404280280793,
                "total_bits": 467046400,
                "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": 0.9980975514228799,
                "total_bits": 532030464,
                "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": 0.9988824175027395,
                "total_bits": 552898560,
                "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": 0.999484602847492,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9675117940887025,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9685092049797899,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9721841901344689,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9730313734004372,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9844580401029241,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856892260967901,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9868751117763551,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921674740402714,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9927992282533332,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921845156503352,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9931479099108592,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9960404903088745,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965947507758086,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978863311085948,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979743745276018,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.998189499313747,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994306357801083,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.32.self_attn": [
            {
                "accuracy": 0.9797911260669169,
                "total_bits": 187058176,
                "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": 0.9806900393511904,
                "total_bits": 192563200,
                "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": 0.9831804595397491,
                "total_bits": 197738240,
                "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": 0.9871793711116832,
                "total_bits": 234305024,
                "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": 0.9898241763738426,
                "total_bits": 276964352,
                "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": 0.9900060785003006,
                "total_bits": 277163264,
                "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": 0.9936789843670436,
                "total_bits": 355869696,
                "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": 0.9939025831898969,
                "total_bits": 356068608,
                "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": 0.9943685372188491,
                "total_bits": 359029248,
                "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": 0.9946306515117421,
                "total_bits": 364154880,
                "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": 0.9949027764684472,
                "total_bits": 365243648,
                "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": 0.9952737835088843,
                "total_bits": 368204288,
                "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": 0.995704368982268,
                "total_bits": 373442560,
                "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": 0.9960813681276417,
                "total_bits": 378966016,
                "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": 0.9976304536685348,
                "total_bits": 458761216,
                "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": 0.9980215685209259,
                "total_bits": 467046400,
                "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": 0.9983344300539772,
                "total_bits": 532030464,
                "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": 0.9988725667016728,
                "total_bits": 552898560,
                "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": 0.9995303210376542,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.966809544810339,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9678392374986097,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9714882264992124,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9723438575471702,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9840824523156411,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853423513766182,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.986518852731311,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991984509593366,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926306263200546,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991995108534435,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929804549013314,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959474683763754,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9965123235689182,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978410754977775,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979273589376948,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981383255584851,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994203909928298,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.33.self_attn": [
            {
                "accuracy": 0.9791210848151853,
                "total_bits": 187058176,
                "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": 0.9807662278119671,
                "total_bits": 192563200,
                "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": 0.9828984272225123,
                "total_bits": 197738240,
                "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": 0.9863934005169492,
                "total_bits": 234305024,
                "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": 0.9897221459664012,
                "total_bits": 276964352,
                "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": 0.9899065060001847,
                "total_bits": 277163264,
                "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": 0.993545269667122,
                "total_bits": 355869696,
                "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": 0.9937334640294706,
                "total_bits": 356068608,
                "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": 0.9941542385342089,
                "total_bits": 359029248,
                "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": 0.9944922346744294,
                "total_bits": 364154880,
                "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": 0.9949142459142757,
                "total_bits": 365243648,
                "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": 0.9952695866875154,
                "total_bits": 368204288,
                "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": 0.9956943524976898,
                "total_bits": 373442560,
                "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": 0.9960247649272022,
                "total_bits": 378966016,
                "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": 0.9975910395824987,
                "total_bits": 458761216,
                "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": 0.9979886492028048,
                "total_bits": 467046400,
                "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": 0.9982717429152935,
                "total_bits": 532030464,
                "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": 0.9988456677069495,
                "total_bits": 552898560,
                "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": 0.9995035322637321,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9660906080940836,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9671223228307146,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9708264442650896,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.971687937057332,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9837220801334632,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9850239571870157,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9862020411528647,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918084011511191,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924749615112025,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918070610024428,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9928224543599706,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958455275352064,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964333040835825,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977906521127903,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978739379684588,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980820734911647,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994086432209435,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.34.self_attn": [
            {
                "accuracy": 0.9781104020382229,
                "total_bits": 187058176,
                "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": 0.9801524446688985,
                "total_bits": 192563200,
                "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": 0.9825544571503997,
                "total_bits": 197738240,
                "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": 0.9869678779505193,
                "total_bits": 234305024,
                "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": 0.989436553472555,
                "total_bits": 276964352,
                "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": 0.9897576490123021,
                "total_bits": 277163264,
                "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": 0.9933524327842813,
                "total_bits": 355869696,
                "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": 0.993679861979265,
                "total_bits": 356068608,
                "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": 0.9942674423984595,
                "total_bits": 359029248,
                "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": 0.9945650804714349,
                "total_bits": 364154880,
                "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": 0.994826928528614,
                "total_bits": 365243648,
                "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": 0.9952031237220293,
                "total_bits": 368204288,
                "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": 0.9956459522516908,
                "total_bits": 373442560,
                "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": 0.9959817939609485,
                "total_bits": 378966016,
                "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": 0.9975807017058527,
                "total_bits": 458761216,
                "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": 0.9979650407698691,
                "total_bits": 467046400,
                "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": 0.998305932085618,
                "total_bits": 532030464,
                "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": 0.9988692879989302,
                "total_bits": 552898560,
                "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": 0.9995103362537185,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9666787087917328,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9677016268435278,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9712387904230702,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9720601587997455,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.983976003419804,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9852501392168435,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9863745021927905,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991946916169438,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925967171101978,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991944875347575,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9929348877876213,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9959186404992483,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9964887907262892,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978294222260287,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979106124711076,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9981076057638826,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9994154455780517,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.35.self_attn": [
            {
                "accuracy": 0.9851258067218097,
                "total_bits": 187058176,
                "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": 0.9852306933485364,
                "total_bits": 192563200,
                "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": 0.9884262252353916,
                "total_bits": 197738240,
                "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": 0.9905652569753951,
                "total_bits": 234305024,
                "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": 0.9924296333797669,
                "total_bits": 276964352,
                "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": 0.9925022141174659,
                "total_bits": 277163264,
                "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": 0.9954059486105842,
                "total_bits": 355869696,
                "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": 0.9956924723044626,
                "total_bits": 356068608,
                "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": 0.9959552537551836,
                "total_bits": 359029248,
                "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": 0.9961124428082258,
                "total_bits": 364154880,
                "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": 0.9960689428507498,
                "total_bits": 365243648,
                "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": 0.9963098128669357,
                "total_bits": 368204288,
                "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": 0.9970385521760603,
                "total_bits": 373442560,
                "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": 0.997292182696248,
                "total_bits": 378966016,
                "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": 0.9983404227042276,
                "total_bits": 458761216,
                "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": 0.9986070477017691,
                "total_bits": 467046400,
                "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": 0.9987643006024882,
                "total_bits": 532030464,
                "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": 0.9992870607912712,
                "total_bits": 552898560,
                "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": 0.9996474441508517,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9656802578584144,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9667221695968979,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9703145502625328,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9711425880362329,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.983481922284945,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9847999920480346,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9859239643831786,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916945371384683,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923688288483965,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9916905077958578,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992714228696729,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957896012837362,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963813756568063,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977607372351677,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978439866589677,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980427594058902,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993988972641282,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.36.self_attn": [
            {
                "accuracy": 0.9823985607118199,
                "total_bits": 187058176,
                "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": 0.9830564632031479,
                "total_bits": 192563200,
                "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": 0.9849083500080987,
                "total_bits": 197738240,
                "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": 0.9882251381579983,
                "total_bits": 234305024,
                "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": 0.9907501411477202,
                "total_bits": 276964352,
                "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": 0.9909193569206094,
                "total_bits": 277163264,
                "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": 0.9943677633755693,
                "total_bits": 355869696,
                "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": 0.9946568598725686,
                "total_bits": 356068608,
                "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": 0.9950571569957232,
                "total_bits": 359029248,
                "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": 0.995305728044753,
                "total_bits": 364154880,
                "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": 0.9953354599297439,
                "total_bits": 365243648,
                "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": 0.9956431341798682,
                "total_bits": 368204288,
                "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": 0.9961858928252599,
                "total_bits": 373442560,
                "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": 0.9965076455111174,
                "total_bits": 378966016,
                "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": 0.9978863690354812,
                "total_bits": 458761216,
                "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": 0.9982490478892272,
                "total_bits": 467046400,
                "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": 0.998512081685476,
                "total_bits": 532030464,
                "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": 0.9990302789558069,
                "total_bits": 552898560,
                "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": 0.9995747820847962,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9645752383297995,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9657698246209245,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9692896560422684,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9701048815132756,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.983217219331939,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9845241037638564,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856472739361619,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915438486802343,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921905955691871,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915635819105726,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925974291798315,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995728902408461,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963258234293837,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977287039418068,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978131469657743,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980124806568614,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993892035548159,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.37.self_attn": [
            {
                "accuracy": 0.9788082045453944,
                "total_bits": 187058176,
                "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": 0.9800269348350795,
                "total_bits": 192563200,
                "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": 0.9820342643774653,
                "total_bits": 197738240,
                "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": 0.9865340397840268,
                "total_bits": 234305024,
                "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": 0.9893786564322287,
                "total_bits": 276964352,
                "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": 0.9896111680488837,
                "total_bits": 277163264,
                "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": 0.9932442336882416,
                "total_bits": 355869696,
                "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": 0.9935410665348172,
                "total_bits": 356068608,
                "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": 0.994006344607394,
                "total_bits": 359029248,
                "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": 0.9943415219527915,
                "total_bits": 364154880,
                "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": 0.9946943080959547,
                "total_bits": 365243648,
                "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": 0.9950516127344025,
                "total_bits": 368204288,
                "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": 0.9954135410340601,
                "total_bits": 373442560,
                "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": 0.9957599908015445,
                "total_bits": 378966016,
                "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": 0.9974237962772972,
                "total_bits": 458761216,
                "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": 0.9978596099015129,
                "total_bits": 467046400,
                "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": 0.9981971446571773,
                "total_bits": 532030464,
                "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": 0.9987882650120331,
                "total_bits": 552898560,
                "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": 0.9994826659630666,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9647864422907955,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9658875198740708,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9693837961378066,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9701946991446772,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9831443979453883,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9844998329583752,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856088839863476,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915241430954713,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922179201813904,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915247799485529,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925733604958575,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957080744329447,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963095576355332,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977171957970744,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978023640149715,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979969501789463,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993852876252373,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.38.self_attn": [
            {
                "accuracy": 0.9841159040500459,
                "total_bits": 187058176,
                "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": 0.9851759376592542,
                "total_bits": 192563200,
                "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": 0.9873327172214263,
                "total_bits": 197738240,
                "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": 0.9895646276295578,
                "total_bits": 234305024,
                "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": 0.9918393320894163,
                "total_bits": 276964352,
                "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": 0.992162714173135,
                "total_bits": 277163264,
                "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": 0.9950682556526246,
                "total_bits": 355869696,
                "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": 0.9953824735589718,
                "total_bits": 356068608,
                "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": 0.9957254322637853,
                "total_bits": 359029248,
                "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": 0.9959502394531706,
                "total_bits": 364154880,
                "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": 0.9959447200924746,
                "total_bits": 365243648,
                "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": 0.9961931302922925,
                "total_bits": 368204288,
                "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": 0.9969142147793287,
                "total_bits": 373442560,
                "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": 0.9971975260659268,
                "total_bits": 378966016,
                "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": 0.9982492896777234,
                "total_bits": 458761216,
                "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": 0.9985883320240598,
                "total_bits": 467046400,
                "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": 0.9986803282211584,
                "total_bits": 532030464,
                "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": 0.9991959369140923,
                "total_bits": 552898560,
                "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": 0.9996194080633455,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9656202734300965,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.966685011492748,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9700933540435998,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9708825140995415,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9833644692737021,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9846989243340335,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9857500434461001,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991624994791652,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923028454772735,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991626157376327,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9926601138554121,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957574394188429,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9963528283651134,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977373000798061,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978279765805622,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9980118199233211,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993901527992229,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.39.self_attn": [
            {
                "accuracy": 0.9820882893706623,
                "total_bits": 187058176,
                "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": 0.982786864336384,
                "total_bits": 192563200,
                "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": 0.9854818535478491,
                "total_bits": 197738240,
                "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": 0.9887486340870199,
                "total_bits": 234305024,
                "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": 0.9907131194578189,
                "total_bits": 276964352,
                "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": 0.9910280806698689,
                "total_bits": 277163264,
                "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": 0.9943860770864902,
                "total_bits": 355869696,
                "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": 0.9946460197557156,
                "total_bits": 356068608,
                "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": 0.9951065440147527,
                "total_bits": 359029248,
                "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": 0.9953282547036284,
                "total_bits": 364154880,
                "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": 0.9953481214562137,
                "total_bits": 365243648,
                "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": 0.9956903318923555,
                "total_bits": 368204288,
                "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": 0.9963880425294567,
                "total_bits": 373442560,
                "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": 0.996681023940542,
                "total_bits": 378966016,
                "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": 0.9980059605961862,
                "total_bits": 458761216,
                "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": 0.9983132474865813,
                "total_bits": 467046400,
                "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": 0.9985382013378272,
                "total_bits": 532030464,
                "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": 0.9990463920464543,
                "total_bits": 552898560,
                "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": 0.9995620909704532,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9653439011032644,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9663861091983945,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9697754101729706,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9705658843250651,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9831967931240797,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9845571650290176,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9856046329154388,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915506259391182,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9922371611342227,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915451054755402,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925887252228629,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957172040165844,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99631706035794,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977230806834996,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978073575215316,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997988372119021,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993868514353189,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.40.self_attn": [
            {
                "accuracy": 0.9844795256166866,
                "total_bits": 187058176,
                "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": 0.9852507360720713,
                "total_bits": 192563200,
                "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": 0.9870388461767059,
                "total_bits": 197738240,
                "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": 0.9897521013443015,
                "total_bits": 234305024,
                "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": 0.9919007607294541,
                "total_bits": 276964352,
                "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": 0.9920967645256927,
                "total_bits": 277163264,
                "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": 0.9947674662659043,
                "total_bits": 355869696,
                "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": 0.9950697283677169,
                "total_bits": 356068608,
                "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": 0.9954688493039852,
                "total_bits": 359029248,
                "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": 0.9957257397105231,
                "total_bits": 364154880,
                "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": 0.9958842714611245,
                "total_bits": 365243648,
                "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": 0.9961330965528951,
                "total_bits": 368204288,
                "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": 0.9967028174708646,
                "total_bits": 373442560,
                "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": 0.9969640234362727,
                "total_bits": 378966016,
                "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": 0.9981548301691777,
                "total_bits": 458761216,
                "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": 0.998469288742758,
                "total_bits": 467046400,
                "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": 0.9986089834618677,
                "total_bits": 532030464,
                "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": 0.9991315339192577,
                "total_bits": 552898560,
                "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": 0.9995823260105681,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.964916215915429,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9659773138792891,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9693431095465234,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9701304035261273,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9829630779200479,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9843420113779997,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9853879859867064,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914288476452624,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921265008712286,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9914210693861701,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9924827484953168,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956527184695005,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962632672885727,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976853688651892,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977718187054914,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979498604998777,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993735184635673,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.41.self_attn": [
            {
                "accuracy": 0.9815396792500427,
                "total_bits": 187058176,
                "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": 0.9825508131792671,
                "total_bits": 192563200,
                "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": 0.9850833174821577,
                "total_bits": 197738240,
                "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": 0.9883272323610359,
                "total_bits": 234305024,
                "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": 0.9907069414559948,
                "total_bits": 276964352,
                "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": 0.9909178915580636,
                "total_bits": 277163264,
                "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": 0.994236603599826,
                "total_bits": 355869696,
                "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": 0.9945888375667365,
                "total_bits": 356068608,
                "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": 0.9949167857044622,
                "total_bits": 359029248,
                "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": 0.9951638581206728,
                "total_bits": 364154880,
                "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": 0.9952625135989174,
                "total_bits": 365243648,
                "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": 0.9955385604407638,
                "total_bits": 368204288,
                "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": 0.9961996496973657,
                "total_bits": 373442560,
                "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": 0.9965741075207725,
                "total_bits": 378966016,
                "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": 0.9979132339664686,
                "total_bits": 458761216,
                "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": 0.998256951625655,
                "total_bits": 467046400,
                "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": 0.9984787619170291,
                "total_bits": 532030464,
                "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": 0.9990101411638438,
                "total_bits": 552898560,
                "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": 0.9995507965474022,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9650151646254879,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9660712038411906,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9694168648535484,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.970195124072856,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9829972567232815,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9843667495603624,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9854020090577634,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99145073884804,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.992147873670451,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.99144289551891,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9925012284595716,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956663017847428,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962728868704289,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976990557410509,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977809891509088,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9979578324924469,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993815713954207,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.42.self_attn": [
            {
                "accuracy": 0.9819283818728045,
                "total_bits": 187058176,
                "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": 0.9828531190654949,
                "total_bits": 192563200,
                "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": 0.9849050523909298,
                "total_bits": 197738240,
                "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": 0.9880160375890371,
                "total_bits": 234305024,
                "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": 0.9906639136177929,
                "total_bits": 276964352,
                "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": 0.9909086961936402,
                "total_bits": 277163264,
                "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": 0.9942173458709332,
                "total_bits": 355869696,
                "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": 0.994550936365206,
                "total_bits": 356068608,
                "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": 0.9949316475417858,
                "total_bits": 359029248,
                "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": 0.9951771081939927,
                "total_bits": 364154880,
                "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": 0.9952711936723637,
                "total_bits": 365243648,
                "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": 0.9955610548342136,
                "total_bits": 368204288,
                "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": 0.9961732094984894,
                "total_bits": 373442560,
                "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": 0.9964929392720622,
                "total_bits": 378966016,
                "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": 0.9978529804226893,
                "total_bits": 458761216,
                "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": 0.9982434466517972,
                "total_bits": 467046400,
                "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": 0.9984442515874674,
                "total_bits": 532030464,
                "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": 0.9990006429970412,
                "total_bits": 552898560,
                "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": 0.9995533731876334,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9644776538602615,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9655334301488965,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9688697893074468,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9696550986386443,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9827032840663665,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9841015079597893,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9851330955953974,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912953173349562,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920102051263185,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912951739357883,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923692908824274,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955910701843861,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9962092110593068,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976571312627608,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977437180197356,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997919621613906,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993711628623331,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.43.self_attn": [
            {
                "accuracy": 0.986739686396169,
                "total_bits": 187058176,
                "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": 0.9874564749433806,
                "total_bits": 192563200,
                "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": 0.9897193579542402,
                "total_bits": 197738240,
                "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": 0.9914827310774279,
                "total_bits": 234305024,
                "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": 0.9929596364841258,
                "total_bits": 276964352,
                "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": 0.9934243292449728,
                "total_bits": 277163264,
                "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": 0.9957715877037692,
                "total_bits": 355869696,
                "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": 0.9960271148991428,
                "total_bits": 356068608,
                "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": 0.9963975397404283,
                "total_bits": 359029248,
                "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": 0.9965432413951739,
                "total_bits": 364154880,
                "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": 0.996634699367477,
                "total_bits": 365243648,
                "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": 0.996850751732525,
                "total_bits": 368204288,
                "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": 0.9974431489030585,
                "total_bits": 373442560,
                "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": 0.9976709808443526,
                "total_bits": 378966016,
                "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": 0.9985760618001223,
                "total_bits": 458761216,
                "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": 0.9988204581620123,
                "total_bits": 467046400,
                "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": 0.9988917024977702,
                "total_bits": 532030464,
                "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": 0.9993449973821713,
                "total_bits": 552898560,
                "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": 0.9996625222709937,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9636772891604587,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9647782995904747,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9681171638106829,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9689014852537137,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9822970581682104,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9837398915796688,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9847631761559138,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9910937431758564,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9918249338424128,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991085294143934,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9921941549125078,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9954852092349412,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961223488575534,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976010568942385,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976895168288856,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978629159250934,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993578874686806,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.44.self_attn": [
            {
                "accuracy": 0.9827552912756801,
                "total_bits": 187058176,
                "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": 0.9838953444636181,
                "total_bits": 192563200,
                "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": 0.9857886268414164,
                "total_bits": 197738240,
                "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": 0.9882540726347974,
                "total_bits": 234305024,
                "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": 0.9908857420331946,
                "total_bits": 276964352,
                "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": 0.9907543821211316,
                "total_bits": 277163264,
                "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": 0.99424341475395,
                "total_bits": 355869696,
                "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": 0.9944408899418226,
                "total_bits": 356068608,
                "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": 0.9948685955697376,
                "total_bits": 359029248,
                "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": 0.9951494143736598,
                "total_bits": 364154880,
                "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": 0.9952266125596667,
                "total_bits": 365243648,
                "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": 0.9956737682468405,
                "total_bits": 368204288,
                "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": 0.9963762715066734,
                "total_bits": 373442560,
                "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": 0.9966439610518711,
                "total_bits": 378966016,
                "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": 0.9979937714647109,
                "total_bits": 458761216,
                "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": 0.9983250363791165,
                "total_bits": 467046400,
                "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": 0.9984700180724949,
                "total_bits": 532030464,
                "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": 0.9990280499393855,
                "total_bits": 552898560,
                "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": 0.9995313734413541,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9641923352487778,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9652819001164875,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9685685939498638,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9693337827430744,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9825518644954029,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9839775035844037,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9849698554332319,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912280295485336,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919428713129539,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9912268992905554,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9923110494978333,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9955564646393453,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9961800292796014,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976392821224994,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977254448458552,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978929011236974,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993698172574544,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.45.self_attn": [
            {
                "accuracy": 0.9828679181243244,
                "total_bits": 187058176,
                "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": 0.98333700824725,
                "total_bits": 192563200,
                "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": 0.9854810528555199,
                "total_bits": 197738240,
                "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": 0.9884918807319513,
                "total_bits": 234305024,
                "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": 0.9910235912539065,
                "total_bits": 276964352,
                "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": 0.9913700826858219,
                "total_bits": 277163264,
                "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": 0.9944621283610008,
                "total_bits": 355869696,
                "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": 0.9947589301553211,
                "total_bits": 356068608,
                "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": 0.9951814592472816,
                "total_bits": 359029248,
                "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": 0.9954227202841522,
                "total_bits": 364154880,
                "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": 0.9954681128361508,
                "total_bits": 365243648,
                "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": 0.9958391309054079,
                "total_bits": 368204288,
                "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": 0.9963610381819308,
                "total_bits": 373442560,
                "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": 0.9966680330322369,
                "total_bits": 378966016,
                "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": 0.9979517453680992,
                "total_bits": 458761216,
                "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": 0.9983118236138436,
                "total_bits": 467046400,
                "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": 0.9985221379963485,
                "total_bits": 532030464,
                "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": 0.9990624531974869,
                "total_bits": 552898560,
                "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": 0.9995707296582527,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.962963559419701,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.964090654038285,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9674288196685283,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9682130759189788,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9819302438317161,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.983406023661557,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.984421545884719,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909073982485815,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991654768046972,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9909077732039517,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9920316662663888,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953929845635828,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996042082159731,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975516110242001,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976411549019089,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9978120021742621,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993446491594353,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.46.self_attn": [
            {
                "accuracy": 0.983164702983279,
                "total_bits": 187058176,
                "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": 0.9840481555775592,
                "total_bits": 192563200,
                "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": 0.9865624837969479,
                "total_bits": 197738240,
                "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": 0.9894610459818259,
                "total_bits": 234305024,
                "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": 0.9912159529661662,
                "total_bits": 276964352,
                "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": 0.991527303318052,
                "total_bits": 277163264,
                "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": 0.9947296685514677,
                "total_bits": 355869696,
                "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": 0.9950321773557287,
                "total_bits": 356068608,
                "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": 0.9954497053189889,
                "total_bits": 359029248,
                "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": 0.9956701336256963,
                "total_bits": 364154880,
                "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": 0.9956804936702707,
                "total_bits": 365243648,
                "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": 0.9959428017517846,
                "total_bits": 368204288,
                "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": 0.9965945022229693,
                "total_bits": 373442560,
                "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": 0.9968810796149468,
                "total_bits": 378966016,
                "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": 0.998053157383478,
                "total_bits": 458761216,
                "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": 0.9984129148682481,
                "total_bits": 467046400,
                "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": 0.9985615848686153,
                "total_bits": 532030464,
                "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": 0.9991283928485293,
                "total_bits": 552898560,
                "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": 0.999586598774553,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9627685673338802,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9638988844266063,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9672101137571429,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9679881649974146,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9818056575267723,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9832928283630233,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9842975320245483,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908417414775804,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915953802533055,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.990844548067176,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9919795492345369,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9953639759608593,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.996013681778047,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975350320670068,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976260345429182,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9977952250414283,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993395559308977,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.47.self_attn": [
            {
                "accuracy": 0.9840167531939713,
                "total_bits": 187058176,
                "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": 0.984729243736518,
                "total_bits": 192563200,
                "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": 0.9875817332710874,
                "total_bits": 197738240,
                "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": 0.9899783750358773,
                "total_bits": 234305024,
                "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": 0.9917381855070984,
                "total_bits": 276964352,
                "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": 0.9921100106776545,
                "total_bits": 277163264,
                "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": 0.9950876219051057,
                "total_bits": 355869696,
                "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": 0.9954538203800392,
                "total_bits": 356068608,
                "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": 0.9958054202755815,
                "total_bits": 359029248,
                "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": 0.9959802522544602,
                "total_bits": 364154880,
                "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": 0.9959210570975158,
                "total_bits": 365243648,
                "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": 0.996224659311242,
                "total_bits": 368204288,
                "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": 0.9968462405162618,
                "total_bits": 373442560,
                "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": 0.9971343193779161,
                "total_bits": 378966016,
                "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": 0.9982201913861852,
                "total_bits": 458761216,
                "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": 0.9985337710853568,
                "total_bits": 467046400,
                "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": 0.9986971616438639,
                "total_bits": 532030464,
                "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": 0.9992474658724141,
                "total_bits": 552898560,
                "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": 0.9996141668234486,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9608605292282606,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9620586202332848,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9655043775901982,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9663151906018979,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980892125370079,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9824401087274677,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9834705727223895,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903872592227632,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911694890133252,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903917636134123,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.991575924532586,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951355673348237,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9958163757171286,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974174442161855,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975109877689791,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976837209021476,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9993131751451936,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.48.self_attn": [
            {
                "accuracy": 0.9811732383739007,
                "total_bits": 187058176,
                "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": 0.9821883740001603,
                "total_bits": 192563200,
                "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": 0.9844349326173726,
                "total_bits": 197738240,
                "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": 0.9882947292767073,
                "total_bits": 234305024,
                "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": 0.9901286633195061,
                "total_bits": 276964352,
                "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": 0.9903724000201022,
                "total_bits": 277163264,
                "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": 0.9940140066472324,
                "total_bits": 355869696,
                "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": 0.9943003285627224,
                "total_bits": 356068608,
                "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": 0.9947873504317709,
                "total_bits": 359029248,
                "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": 0.9950468478307716,
                "total_bits": 364154880,
                "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": 0.9950758102962649,
                "total_bits": 365243648,
                "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": 0.9953821217151064,
                "total_bits": 368204288,
                "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": 0.996052194349958,
                "total_bits": 373442560,
                "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": 0.9963832427012292,
                "total_bits": 378966016,
                "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": 0.9978014677456629,
                "total_bits": 458761216,
                "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": 0.9981598330869976,
                "total_bits": 467046400,
                "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": 0.9984257978472957,
                "total_bits": 532030464,
                "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": 0.9989909439709185,
                "total_bits": 552898560,
                "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": 0.9995406324252192,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9590452082063022,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9603191755319896,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9638006138174158,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9646304016442675,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.980011476693969,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9816336561190454,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9826854350486476,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989914282053513,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9907323209029671,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899421463671484,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9911833903017012,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949083953581163,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9956195921833185,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972825867405749,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973935376068479,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9975711130169466,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992703689816775,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.49.self_attn": [
            {
                "accuracy": 0.9798006301647738,
                "total_bits": 187058176,
                "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": 0.9809172454437143,
                "total_bits": 192563200,
                "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": 0.9837043997586558,
                "total_bits": 197738240,
                "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": 0.9868143912110674,
                "total_bits": 234305024,
                "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": 0.9893262299807056,
                "total_bits": 276964352,
                "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": 0.9897223800714863,
                "total_bits": 277163264,
                "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": 0.9935594709148925,
                "total_bits": 355869696,
                "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": 0.993931242754977,
                "total_bits": 356068608,
                "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": 0.9945370297829964,
                "total_bits": 359029248,
                "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": 0.9947901310913853,
                "total_bits": 364154880,
                "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": 0.9948096690625933,
                "total_bits": 365243648,
                "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": 0.9952286008843466,
                "total_bits": 368204288,
                "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": 0.9959791318856572,
                "total_bits": 373442560,
                "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": 0.9964064176096336,
                "total_bits": 378966016,
                "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": 0.9977953196809578,
                "total_bits": 458761216,
                "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": 0.9981925700987248,
                "total_bits": 467046400,
                "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": 0.9983202140275879,
                "total_bits": 532030464,
                "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": 0.9989747194922529,
                "total_bits": 552898560,
                "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": 0.9995260482415018,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9552563896500751,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9567378762325174,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9604732544210396,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9613686114745705,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9783544302672932,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9800833418083034,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.981225414838838,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989061647388888,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9899469741963243,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890983920838488,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9904450545283524,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944768248027877,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9952525589370022,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970522813780821,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.997172589879483,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973699426780896,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9992053077592956,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.50.self_attn": [
            {
                "accuracy": 0.9743706391830194,
                "total_bits": 187058176,
                "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": 0.9759944725389543,
                "total_bits": 192563200,
                "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": 0.9797063261564625,
                "total_bits": 197738240,
                "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": 0.9839410607359911,
                "total_bits": 234305024,
                "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": 0.9871105814940835,
                "total_bits": 276964352,
                "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": 0.9871919371285721,
                "total_bits": 277163264,
                "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": 0.9924986082815418,
                "total_bits": 355869696,
                "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": 0.992857730849401,
                "total_bits": 356068608,
                "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": 0.9933665620016032,
                "total_bits": 359029248,
                "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": 0.993707528729972,
                "total_bits": 364154880,
                "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": 0.9936106475560289,
                "total_bits": 365243648,
                "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": 0.9941221808426475,
                "total_bits": 368204288,
                "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": 0.9950540375797764,
                "total_bits": 373442560,
                "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": 0.9954419283098296,
                "total_bits": 378966016,
                "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": 0.9972303953193324,
                "total_bits": 458761216,
                "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": 0.9976921245137131,
                "total_bits": 467046400,
                "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": 0.9980432716823232,
                "total_bits": 532030464,
                "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": 0.9987457213972352,
                "total_bits": 552898560,
                "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": 0.9994466588924344,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9538631692136589,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9548629004704325,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.958871432334969,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9597565723877204,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9781527160421798,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9798798371890658,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9810611009107608,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889251604235094,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898313859379605,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9890183827006503,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903569440847557,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9944206987090997,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9951977993508703,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969868746794466,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971397599744561,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973501355117677,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991408995671296,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.51.self_attn": [
            {
                "accuracy": 0.9692109957533447,
                "total_bits": 187058176,
                "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": 0.9705343643497479,
                "total_bits": 192563200,
                "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": 0.9748597227919259,
                "total_bits": 197738240,
                "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": 0.9801596774670639,
                "total_bits": 234305024,
                "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": 0.9847100997637761,
                "total_bits": 276964352,
                "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": 0.9848966852908856,
                "total_bits": 277163264,
                "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": 0.9912720883853341,
                "total_bits": 355869696,
                "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": 0.9914643012330329,
                "total_bits": 356068608,
                "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": 0.9920448064068822,
                "total_bits": 359029248,
                "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": 0.9923971922283894,
                "total_bits": 364154880,
                "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": 0.9922385753475522,
                "total_bits": 365243648,
                "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": 0.9927493112504875,
                "total_bits": 368204288,
                "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": 0.9937473589824023,
                "total_bits": 373442560,
                "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": 0.994261751539613,
                "total_bits": 378966016,
                "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": 0.9965594447046322,
                "total_bits": 458761216,
                "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": 0.9970812426794222,
                "total_bits": 467046400,
                "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": 0.9976943507484209,
                "total_bits": 532030464,
                "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": 0.9984506098859894,
                "total_bits": 552898560,
                "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": 0.9993436126709352,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9548502283072785,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9563235234665244,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9600217315907541,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9609386072935242,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9780145702197364,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.979829109175817,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9810163533609164,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888357066941497,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9897414204468461,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9889329509368461,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903036438320812,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994390783819223,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.995176652385118,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969764230527768,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971393245014999,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9973497557956236,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991878444561735,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.52.self_attn": [
            {
                "accuracy": 0.968308788185057,
                "total_bits": 187058176,
                "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": 0.970416539201611,
                "total_bits": 192563200,
                "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": 0.9741089738121158,
                "total_bits": 197738240,
                "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": 0.9791465731533734,
                "total_bits": 234305024,
                "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": 0.9848337765587004,
                "total_bits": 276964352,
                "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": 0.9850534006070933,
                "total_bits": 277163264,
                "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": 0.991178925565787,
                "total_bits": 355869696,
                "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": 0.9914545385951274,
                "total_bits": 356068608,
                "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": 0.9919819312758351,
                "total_bits": 359029248,
                "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": 0.9923631075377527,
                "total_bits": 364154880,
                "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": 0.9924515989412995,
                "total_bits": 365243648,
                "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": 0.9929067755461132,
                "total_bits": 368204288,
                "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": 0.9936391525460702,
                "total_bits": 373442560,
                "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": 0.9941748213513117,
                "total_bits": 378966016,
                "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": 0.9965402768728765,
                "total_bits": 458761216,
                "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": 0.9970260471240372,
                "total_bits": 467046400,
                "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": 0.9976707361209648,
                "total_bits": 532030464,
                "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": 0.9984029967913797,
                "total_bits": 552898560,
                "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": 0.9993321518689443,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9530289929948355,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9545582530922011,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.958393585623095,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.959402001021724,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9769136674800202,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9788428015124641,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9802184386767054,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9881717564145985,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9891324616282394,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9883398646488786,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989797854747035,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9940719125596317,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9949204094806,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967673307921934,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9969778200795286,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9972327996020842,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9991041701041946,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.53.self_attn": [
            {
                "accuracy": 0.9646889231118717,
                "total_bits": 187058176,
                "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": 0.9669753940481889,
                "total_bits": 192563200,
                "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": 0.9722834242213714,
                "total_bits": 197738240,
                "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": 0.9784947423460452,
                "total_bits": 234305024,
                "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": 0.98270906311901,
                "total_bits": 276964352,
                "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": 0.9831097413736739,
                "total_bits": 277163264,
                "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": 0.9899667564926571,
                "total_bits": 355869696,
                "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": 0.9903679936143913,
                "total_bits": 356068608,
                "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": 0.9909866775238985,
                "total_bits": 359029248,
                "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": 0.991402566089834,
                "total_bits": 364154880,
                "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": 0.9914521724230757,
                "total_bits": 365243648,
                "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": 0.9920412362308094,
                "total_bits": 368204288,
                "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": 0.9931929831049944,
                "total_bits": 373442560,
                "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": 0.9936921707428011,
                "total_bits": 378966016,
                "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": 0.9962249142853054,
                "total_bits": 458761216,
                "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": 0.9968418844571141,
                "total_bits": 467046400,
                "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": 0.9973587644850149,
                "total_bits": 532030464,
                "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": 0.9982898956299514,
                "total_bits": 552898560,
                "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": 0.9992527705096443,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9498641586029216,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9511243368646032,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9554662163320341,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9565906670728797,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9755590866859022,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9775363990154705,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9790838437252923,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9875101763264913,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9885524113564507,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9876527436273662,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.989176789421196,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9937248585721183,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.994610231933429,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966092389444575,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9967918321122661,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9970853483292127,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990598067800563,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.54.self_attn": [
            {
                "accuracy": 0.9643398335105494,
                "total_bits": 187058176,
                "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": 0.9661937820676126,
                "total_bits": 192563200,
                "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": 0.9717872193279234,
                "total_bits": 197738240,
                "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": 0.9775128347897216,
                "total_bits": 234305024,
                "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": 0.9827873425460175,
                "total_bits": 276964352,
                "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": 0.983049281774775,
                "total_bits": 277163264,
                "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": 0.9900370865913206,
                "total_bits": 355869696,
                "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": 0.9904281928596136,
                "total_bits": 356068608,
                "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": 0.9911117951728796,
                "total_bits": 359029248,
                "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": 0.9915613495303612,
                "total_bits": 364154880,
                "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": 0.9913770603261104,
                "total_bits": 365243648,
                "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": 0.9919180090686208,
                "total_bits": 368204288,
                "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": 0.9930480602197349,
                "total_bits": 373442560,
                "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": 0.9936474298960284,
                "total_bits": 378966016,
                "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": 0.9961613303074908,
                "total_bits": 458761216,
                "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": 0.9967794270732587,
                "total_bits": 467046400,
                "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": 0.9973955505870675,
                "total_bits": 532030464,
                "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": 0.9982702149029233,
                "total_bits": 552898560,
                "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": 0.9992648379304324,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9517187368320792,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9532429294562653,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9570195979781841,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9580523151120073,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9763263041937822,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9782530770784146,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9796618363378864,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9877042156203013,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9888061055864551,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9879439011167147,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9894755496398399,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9938681569734686,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9947272821844212,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9966338866414797,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9968711095065564,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971472031351081,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9990590097885089,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.layers.55.self_attn": [
            {
                "accuracy": 0.9676557597949317,
                "total_bits": 187058176,
                "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": 0.9689426476037816,
                "total_bits": 192563200,
                "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": 0.9748844130356845,
                "total_bits": 197738240,
                "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": 0.9794637824555761,
                "total_bits": 234305024,
                "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": 0.9850183778785562,
                "total_bits": 276964352,
                "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": 0.985214282562466,
                "total_bits": 277163264,
                "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": 0.9914367114879975,
                "total_bits": 355869696,
                "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": 0.9917525682402285,
                "total_bits": 356068608,
                "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": 0.9922337794774457,
                "total_bits": 359029248,
                "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": 0.9924648344075602,
                "total_bits": 364154880,
                "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": 0.9926084430251074,
                "total_bits": 365243648,
                "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": 0.9928554722941235,
                "total_bits": 368204288,
                "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": 0.9935455944291071,
                "total_bits": 373442560,
                "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": 0.9944519471671236,
                "total_bits": 378966016,
                "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": 0.9965411543870639,
                "total_bits": 458761216,
                "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": 0.9971632962237651,
                "total_bits": 467046400,
                "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": 0.9976885238490802,
                "total_bits": 532030464,
                "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": 0.9983573869348651,
                "total_bits": 552898560,
                "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": 0.9992653593133007,
                "total_bits": 708191232,
                "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.block_sparse_moe": [
            {
                "accuracy": 0.9596437212864035,
                "total_bits": 5403947904,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9609394465622149,
                "total_bits": 5605274496,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "6": 32,
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        6,
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.05,
                        0.2,
                        0.75
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9639407208091334,
                "total_bits": 6255026176,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "3": 32
                    },
                    "bits": [
                        5,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9649150388217286,
                "total_bits": 7019438080,
                "w1": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "3": 64,
                        "2": 64
                    },
                    "bits": [
                        3,
                        2
                    ],
                    "bits_prop": [
                        0.3,
                        0.7
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9809254742668647,
                "total_bits": 7906094592,
                "w1": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128,
                        "3": 128
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9825626305353484,
                "total_bits": 8128905216,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        8,
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9838071117961877,
                "total_bits": 8739823104,
                "w1": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32,
                        "3": 32
                    },
                    "bits": [
                        4,
                        3
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9898470462986121,
                "total_bits": 9989670400,
                "w1": {
                    "group_size": {
                        "4": 128
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 128
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9908758094534278,
                "total_bits": 10136928256,
                "w1": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "4": 32
                    },
                    "bits": [
                        4
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9903472984993928,
                "total_bits": 10281119232,
                "w1": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 128,
                        "4": 128
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9915552364025069,
                "total_bits": 10503929856,
                "w1": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "5": 32,
                        "4": 32
                    },
                    "bits": [
                        8,
                        5,
                        4
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9950000491287363,
                "total_bits": 12656143872,
                "w1": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128,
                        "5": 128
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9957048502799711,
                "total_bits": 12878954496,
                "w1": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.25,
                        0.75
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 32,
                        "5": 32
                    },
                    "bits": [
                        8,
                        6,
                        5
                    ],
                    "bits_prop": [
                        0.05,
                        0.1,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9971330496911449,
                "total_bits": 14664166912,
                "w1": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "6": 128
                    },
                    "bits": [
                        6
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 32,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.05,
                        0.95
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9974014385738165,
                "total_bits": 15165640704,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.15,
                        0.85
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9976832569503274,
                "total_bits": 16524595200,
                "w1": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128,
                        "6": 128
                    },
                    "bits": [
                        8,
                        6
                    ],
                    "bits_prop": [
                        0.1,
                        0.9
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            },
            {
                "accuracy": 0.9989980552682506,
                "total_bits": 19410276352,
                "w1": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w3": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                },
                "w2": {
                    "group_size": {
                        "8": 128
                    },
                    "bits": [
                        8
                    ],
                    "bits_prop": [
                        1
                    ],
                    "scale_bits": 4
                }
            }
        ],
        "model.norm.norm": null,
        "lm_head.linear": null
    },
    "last_module_idx": 114
}