diff --git "a/experiment/rwkv-x-exp/multi-size-train/v5-L12-D2048-part1.ipynb" "b/experiment/rwkv-x-exp/multi-size-train/v5-L12-D2048-part1.ipynb"
--- "a/experiment/rwkv-x-exp/multi-size-train/v5-L12-D2048-part1.ipynb"
+++ "b/experiment/rwkv-x-exp/multi-size-train/v5-L12-D2048-part1.ipynb"
@@ -3,13 +3,13 @@
   {
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+   "id": "b33301f1",
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     "tags": []
@@ -23,13 +23,13 @@
   {
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+   "id": "7f0c7442",
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@@ -41,19 +41,19 @@
   {
    "cell_type": "code",
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@@ -69,19 +69,19 @@
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@@ -140,19 +140,19 @@
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@@ -162,7 +162,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[2023-09-29 05:56:37,806] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+      "[2023-09-29 06:40:40,584] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
      ]
     },
     {
@@ -263,7 +263,13 @@
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      "text": [
-      "2048  2048  0    blocks.1.att.output.weight\r\n",
+      "2048  2048  0    blocks.1.att.output.weight\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "7168  2048  1.0  blocks.1.ffn.key.weight\r\n"
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@@ -322,13 +328,7 @@
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-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
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       "2048  2048  1.0  blocks.3.att.gate.weight\r\n"
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@@ -460,7 +460,13 @@
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+      "2048  7168  0    blocks.5.ffn.value.weight\r\n"
+     ]
+    },
+    {
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+     "output_type": "stream",
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@@ -542,7 +548,13 @@
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+      "2048  7168  0    blocks.7.ffn.value.weight\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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@@ -668,7 +680,13 @@
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+      "2048  7168  0    blocks.10.ffn.value.weight\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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@@ -706,7 +724,13 @@
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+      "2048  7168  0    blocks.11.ffn.value.weight\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "50277 2048  0.5  head.weight\r\n"
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@@ -723,13 +747,13 @@
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@@ -741,19 +765,19 @@
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@@ -764,7 +788,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   0%|                     | 0/1000000 [00:00<?, ? examples/s]"
+      "Saving the dataset (0/3 shards):   0%|         | 0/54401 [00:00<?, ? examples/s]"
      ]
     },
     {
@@ -772,7 +796,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   0%|         | 50/1000000 [00:00<1:01:22, 271.54 examples/s]"
+      "Saving the dataset (0/3 shards):   4%| | 2000/54401 [00:00<00:03, 15028.12 examp"
      ]
     },
     {
@@ -780,7 +804,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   0%|          | 236/1000000 [00:00<17:50, 933.58 examples/s]"
+      "Saving the dataset (0/3 shards):   7%| | 4000/54401 [00:00<00:03, 15764.59 examp"
      ]
     },
     {
@@ -788,7 +812,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   0%|         | 709/1000000 [00:00<07:55, 2102.20 examples/s]"
+      "Saving the dataset (0/3 shards):  11%| | 6000/54401 [00:00<00:03, 16087.17 examp"
      ]
     },
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@@ -796,7 +820,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   0%|        | 1324/1000000 [00:00<04:57, 3361.82 examples/s]"
+      "Saving the dataset (0/3 shards):  15%|▏| 8000/54401 [00:00<00:02, 16391.73 examp"
      ]
     },
     {
@@ -804,7 +828,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   0%|        | 1899/1000000 [00:00<04:06, 4057.19 examples/s]"
+      "Saving the dataset (0/3 shards):  18%|▏| 10000/54401 [00:00<00:02, 16728.91 exam"
      ]
     },
     {
@@ -812,7 +836,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   0%|        | 2512/1000000 [00:00<03:33, 4679.49 examples/s]"
+      "Saving the dataset (0/3 shards):  22%|▏| 12000/54401 [00:00<00:02, 16985.55 exam"
      ]
     },
     {
@@ -820,7 +844,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   0%|        | 3129/1000000 [00:00<03:15, 5088.33 examples/s]"
+      "Saving the dataset (0/3 shards):  26%|▎| 14000/54401 [00:00<00:02, 17217.72 exam"
      ]
     },
     {
@@ -828,7 +852,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   0%|        | 3790/1000000 [00:00<03:00, 5529.68 examples/s]"
+      "Saving the dataset (0/3 shards):  29%|▎| 16000/54401 [00:00<00:02, 17630.70 exam"
      ]
     },
     {
@@ -836,7 +860,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   0%|        | 4492/1000000 [00:01<02:47, 5959.56 examples/s]"
+      "Saving the dataset (0/3 shards):  33%|▎| 18000/54401 [00:01<00:02, 17967.86 exam\r",
+      "Saving the dataset (1/3 shards):  33%|▎| 18134/54401 [00:01<00:02, 17967.86 exam"
      ]
     },
     {
@@ -844,7 +869,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|        | 5257/1000000 [00:01<02:33, 6464.44 examples/s]"
+      "Saving the dataset (1/3 shards):  37%|▎| 20134/54401 [00:01<00:01, 17917.44 exam"
      ]
     },
     {
@@ -852,7 +877,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|        | 5982/1000000 [00:01<02:29, 6636.60 examples/s]"
+      "Saving the dataset (1/3 shards):  41%|▍| 22134/54401 [00:01<00:01, 18375.34 exam"
      ]
     },
     {
@@ -860,7 +885,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|        | 6700/1000000 [00:01<02:28, 6689.10 examples/s]"
+      "Saving the dataset (1/3 shards):  44%|▍| 24134/54401 [00:01<00:01, 18630.88 exam"
      ]
     },
     {
@@ -868,7 +893,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|        | 7476/1000000 [00:01<02:23, 6937.99 examples/s]"
+      "Saving the dataset (1/3 shards):  48%|▍| 26134/54401 [00:01<00:01, 18764.30 exam"
      ]
     },
     {
@@ -876,7 +901,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|        | 8186/1000000 [00:01<02:23, 6894.37 examples/s]"
+      "Saving the dataset (1/3 shards):  52%|▌| 28134/54401 [00:01<00:01, 18948.87 exam"
      ]
     },
     {
@@ -884,7 +909,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|        | 8899/1000000 [00:01<02:22, 6945.71 examples/s]"
+      "Saving the dataset (1/3 shards):  55%|▌| 30134/54401 [00:01<00:01, 19121.96 exam"
      ]
     },
     {
@@ -892,7 +917,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|        | 9703/1000000 [00:01<02:19, 7105.85 examples/s]"
+      "Saving the dataset (1/3 shards):  59%|▌| 32134/54401 [00:01<00:01, 19250.86 exam"
      ]
     },
     {
@@ -900,7 +925,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|       | 10586/1000000 [00:01<02:10, 7555.82 examples/s]"
+      "Saving the dataset (1/3 shards):  63%|▋| 34134/54401 [00:01<00:01, 19390.26 exam"
      ]
     },
     {
@@ -908,7 +933,8 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|       | 11364/1000000 [00:01<02:11, 7532.24 examples/s]"
+      "Saving the dataset (1/3 shards):  67%|▋| 36268/54401 [00:02<00:00, 19448.25 exam\r",
+      "Saving the dataset (2/3 shards):  67%|▋| 36268/54401 [00:02<00:00, 19448.25 exam"
      ]
     },
     {
@@ -916,7 +942,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|       | 12143/1000000 [00:02<02:13, 7421.39 examples/s]"
+      "Saving the dataset (2/3 shards):  72%|▋| 39268/54401 [00:02<00:00, 19345.89 exam"
      ]
     },
     {
@@ -924,7 +950,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|       | 12903/1000000 [00:02<02:18, 7121.35 examples/s]"
+      "Saving the dataset (2/3 shards):  76%|▊| 41268/54401 [00:02<00:00, 19481.12 exam"
      ]
     },
     {
@@ -932,7 +958,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|       | 13648/1000000 [00:02<02:19, 7086.96 examples/s]"
+      "Saving the dataset (2/3 shards):  80%|▊| 43268/54401 [00:02<00:00, 19479.52 exam"
      ]
     },
     {
@@ -940,7 +966,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   1%|       | 14361/1000000 [00:02<02:21, 6955.17 examples/s]"
+      "Saving the dataset (2/3 shards):  83%|▊| 45268/54401 [00:02<00:00, 19562.83 exam"
      ]
     },
     {
@@ -948,7 +974,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|       | 15070/1000000 [00:02<02:31, 6505.65 examples/s]"
+      "Saving the dataset (2/3 shards):  89%|▉| 48268/54401 [00:02<00:00, 19764.87 exam"
      ]
     },
     {
@@ -956,7 +982,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|       | 15739/1000000 [00:02<02:36, 6273.73 examples/s]"
+      "Saving the dataset (2/3 shards):  94%|▉| 51268/54401 [00:02<00:00, 19892.71 exam"
      ]
     },
     {
@@ -964,7 +990,9 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|       | 16376/1000000 [00:02<02:47, 5872.70 examples/s]"
+      "Saving the dataset (2/3 shards): 100%|█| 54401/54401 [00:02<00:00, 19987.22 exam\r",
+      "Saving the dataset (3/3 shards): 100%|█| 54401/54401 [00:02<00:00, 19987.22 exam\r",
+      "Saving the dataset (3/3 shards): 100%|█| 54401/54401 [00:02<00:00, 18650.55 exam\r\n"
      ]
     },
     {
@@ -972,7 +1000,106 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|       | 16982/1000000 [00:02<02:59, 5482.46 examples/s]"
+      "Saving the dataset (0/1 shards):   0%|           | 0/109 [00:00<?, ? examples/s]\r",
+      "Saving the dataset (1/1 shards): 100%|█| 109/109 [00:00<00:00, 7363.05 examples/\r",
+      "Saving the dataset (1/1 shards): 100%|█| 109/109 [00:00<00:00, 7061.55 examples/\r\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Lets preload the requried dataset \n",
+    "!cd \"{TRAINER_DIR}\" && \\\n",
+    "    python3 preload_datapath.py \"{NOTEBOOK_DIR}/enwiki-4k-part1.yaml\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "4f60e7a2",
+   "metadata": {
+    "execution": {
+     "iopub.execute_input": "2023-09-29T06:41:33.164559Z",
+     "iopub.status.busy": "2023-09-29T06:41:33.164036Z",
+     "iopub.status.idle": "2023-09-29T06:46:52.824523Z",
+     "shell.execute_reply": "2023-09-29T06:46:52.823454Z"
+    },
+    "papermill": {
+     "duration": 319.688845,
+     "end_time": "2023-09-29T06:46:52.826835",
+     "exception": false,
+     "start_time": "2023-09-29T06:41:33.137990",
+     "status": "completed"
+    },
+    "tags": []
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[2023-09-29 06:41:37,618] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.10/dist-packages/lightning/pytorch/cli.py:484: UserWarning: LightningCLI's args parameter is intended to run from within Python like if it were from the command line. To prevent mistakes it is not recommended to provide both args and command line arguments, got: sys.argv[1:]=['fit', '-c', '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/multi-size-train/enwiki-4k-part1.yaml', '--trainer.logger.init_args.name=[Multi-size] v5-L12-D2048-E0.01 - Enwiki-4k Part 1 (train-ctx=4k, deepspeed_stage_1)', '--trainer.strategy=deepspeed_stage_1', '--trainer.devices=auto', '--trainer.callbacks.init_args.dirpath=../checkpoint/v5-L12-D2048-E0_01-enwiki-4k-p1/', '--model.load_model=../model/v5-L12-D2048-E0_01-neox-v5base-init.pth', '--model.ctx_len=4096', '--model.bptt_learning_range=1'], args=['fit', '-c', '/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/multi-size-train/enwiki-4k-part1.yaml', '--trainer.logger.init_args.name=[Multi-size] v5-L12-D2048-E0.01 - Enwiki-4k Part 1 (train-ctx=4k, deepspeed_stage_1)', '--trainer.strategy=deepspeed_stage_1', '--trainer.devices=auto', '--trainer.callbacks.init_args.dirpath=../checkpoint/v5-L12-D2048-E0_01-enwiki-4k-p1/', '--model.load_model=../model/v5-L12-D2048-E0_01-neox-v5base-init.pth', '--model.ctx_len=4096', '--model.bptt_learning_range=1'].\r\n",
+      "  rank_zero_warn(\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.10/dist-packages/lightning/fabric/utilities/seed.py:39: UserWarning: No seed found, seed set to 794168672\r\n",
+      "  rank_zero_warn(f\"No seed found, seed set to {seed}\")\r\n",
+      "Global seed set to 794168672\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mpicocreator\u001b[0m (\u001b[33mrwkv-x-dev\u001b[0m). Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Tracking run with wandb version 0.15.11\r\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Run data is saved locally in \u001b[35m\u001b[1m./wandb/run-20230929_064140-udijamu6\u001b[0m\r\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Run \u001b[1m`wandb offline`\u001b[0m to turn off syncing.\r\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Syncing run \u001b[33m[Multi-size] v5-L12-D2048-E0.01 - Enwiki-4k Part 1 (train-ctx=4k, deepspeed_stage_1)\u001b[0m\r\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: ⭐�� View project at \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-5X-Experiments\u001b[0m\r\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: 🚀 View run at \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-5X-Experiments/runs/udijamu6\u001b[0m\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "GPU available: True (cuda), used: True\r\n",
+      "TPU available: False, using: 0 TPU cores\r\n",
+      "IPU available: False, using: 0 IPUs\r\n",
+      "HPU available: False, using: 0 HPUs\r\n",
+      "\r\n",
+      "\r\n",
+      "[RWKV.Trainer] Applying 'target_batch_size' with the following:\r\n",
+      "   - target_batch_size:       32\r\n",
+      "   - num_nodes:               1\r\n",
+      "   - num_devices:             1\r\n",
+      "   - accumulate_grad_batches: 32\r\n",
+      "   - effective_batch_size:    32\r\n",
+      "\r\n"
      ]
     },
     {
@@ -980,7 +1107,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|       | 17548/1000000 [00:03<03:10, 5158.06 examples/s]"
+      "Map (num_proc=32):   0%|                     | 0/1000000 [00:00<?, ? examples/s]"
      ]
     },
     {
@@ -988,7 +1115,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|▏      | 18075/1000000 [00:03<03:14, 5038.30 examples/s]"
+      "Map (num_proc=32):   0%|          | 23/1000000 [00:00<4:13:20, 65.79 examples/s]"
      ]
     },
     {
@@ -996,7 +1123,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|▏      | 18698/1000000 [00:03<03:04, 5317.55 examples/s]"
+      "Map (num_proc=32):   0%|         | 98/1000000 [00:00<1:03:37, 261.96 examples/s]"
      ]
     },
     {
@@ -1004,7 +1131,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|▏      | 19441/1000000 [00:03<02:46, 5875.13 examples/s]"
+      "Map (num_proc=32):   0%|          | 158/1000000 [00:00<48:06, 346.41 examples/s]"
      ]
     },
     {
@@ -1012,7 +1139,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|▏      | 20121/1000000 [00:03<02:40, 6101.44 examples/s]"
+      "Map (num_proc=32):   0%|          | 442/1000000 [00:00<16:54, 985.05 examples/s]"
      ]
     },
     {
@@ -1020,7 +1147,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|▏      | 20798/1000000 [00:03<02:36, 6269.33 examples/s]"
+      "Map (num_proc=32):   0%|         | 713/1000000 [00:00<11:48, 1409.87 examples/s]"
      ]
     },
     {
@@ -1028,7 +1155,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|▏      | 21518/1000000 [00:03<02:29, 6526.26 examples/s]"
+      "Map (num_proc=32):   0%|        | 1289/1000000 [00:00<07:07, 2333.47 examples/s]"
      ]
     },
     {
@@ -1036,7 +1163,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|▏      | 22241/1000000 [00:03<02:25, 6698.78 examples/s]"
+      "Map (num_proc=32):   0%|        | 1868/1000000 [00:01<05:43, 2902.79 examples/s]"
      ]
     },
     {
@@ -1044,7 +1171,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|▏      | 23017/1000000 [00:03<02:19, 6999.29 examples/s]"
+      "Map (num_proc=32):   0%|        | 2410/1000000 [00:01<05:06, 3253.23 examples/s]"
      ]
     },
     {
@@ -1052,7 +1179,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|▏      | 23884/1000000 [00:03<02:11, 7442.59 examples/s]"
+      "Map (num_proc=32):   0%|        | 3183/1000000 [00:01<04:18, 3857.76 examples/s]"
      ]
     },
     {
@@ -1060,7 +1187,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   2%|▏      | 24644/1000000 [00:04<02:10, 7448.33 examples/s]"
+      "Map (num_proc=32):   0%|        | 4178/1000000 [00:01<03:31, 4717.12 examples/s]"
      ]
     },
     {
@@ -1068,7 +1195,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 25415/1000000 [00:04<02:15, 7184.51 examples/s]"
+      "Map (num_proc=32):   1%|        | 5126/1000000 [00:01<03:33, 4653.70 examples/s]"
      ]
     },
     {
@@ -1076,7 +1203,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 26140/1000000 [00:04<02:15, 7198.05 examples/s]"
+      "Map (num_proc=32):   1%|        | 5903/1000000 [00:01<03:21, 4923.56 examples/s]"
      ]
     },
     {
@@ -1084,7 +1211,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 26942/1000000 [00:04<02:11, 7420.63 examples/s]"
+      "Map (num_proc=32):   1%|        | 6765/1000000 [00:02<03:04, 5394.09 examples/s]"
      ]
     },
     {
@@ -1092,7 +1219,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 27730/1000000 [00:04<02:09, 7530.34 examples/s]"
+      "Map (num_proc=32):   1%|        | 7612/1000000 [00:02<02:46, 5947.69 examples/s]"
      ]
     },
     {
@@ -1100,7 +1227,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 28502/1000000 [00:04<02:14, 7236.14 examples/s]"
+      "Map (num_proc=32):   1%|        | 8233/1000000 [00:02<02:54, 5679.44 examples/s]"
      ]
     },
     {
@@ -1108,7 +1235,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 29235/1000000 [00:04<02:21, 6846.97 examples/s]"
+      "Map (num_proc=32):   1%|        | 8814/1000000 [00:02<03:07, 5285.96 examples/s]"
      ]
     },
     {
@@ -1116,7 +1243,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 29933/1000000 [00:04<02:25, 6654.92 examples/s]"
+      "Map (num_proc=32):   1%|       | 10258/1000000 [00:02<02:12, 7459.13 examples/s]"
      ]
     },
     {
@@ -1124,7 +1251,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 30648/1000000 [00:04<02:27, 6557.75 examples/s]"
+      "Map (num_proc=32):   1%|       | 11065/1000000 [00:02<02:17, 7187.45 examples/s]"
      ]
     },
     {
@@ -1132,7 +1259,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 31317/1000000 [00:05<02:33, 6291.01 examples/s]"
+      "Map (num_proc=32):   1%|       | 11834/1000000 [00:02<02:18, 7139.39 examples/s]"
      ]
     },
     {
@@ -1140,7 +1267,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 31975/1000000 [00:05<02:40, 6025.44 examples/s]"
+      "Map (num_proc=32):   1%|       | 12576/1000000 [00:02<02:20, 7052.81 examples/s]"
      ]
     },
     {
@@ -1148,7 +1275,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 32601/1000000 [00:05<02:52, 5614.79 examples/s]"
+      "Map (num_proc=32):   1%|       | 13310/1000000 [00:02<02:27, 6709.32 examples/s]"
      ]
     },
     {
@@ -1156,7 +1283,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 33171/1000000 [00:05<02:55, 5500.54 examples/s]"
+      "Map (num_proc=32):   1%|       | 14130/1000000 [00:03<02:18, 7102.23 examples/s]"
      ]
     },
     {
@@ -1164,7 +1291,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 33726/1000000 [00:05<03:05, 5217.37 examples/s]"
+      "Map (num_proc=32):   1%|       | 14882/1000000 [00:03<02:17, 7165.65 examples/s]"
      ]
     },
     {
@@ -1172,7 +1299,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 34275/1000000 [00:05<03:07, 5145.10 examples/s]"
+      "Map (num_proc=32):   2%|       | 15614/1000000 [00:03<02:21, 6947.92 examples/s]"
      ]
     },
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@@ -1180,7 +1307,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   3%|▏      | 34900/1000000 [00:05<02:58, 5420.49 examples/s]"
+      "Map (num_proc=32):   2%|       | 16332/1000000 [00:03<02:23, 6860.03 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▏      | 35629/1000000 [00:05<02:44, 5849.26 examples/s]"
+      "Map (num_proc=32):   2%|       | 17084/1000000 [00:03<02:20, 6975.66 examples/s]"
      ]
     },
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@@ -1196,7 +1323,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 36340/1000000 [00:05<02:35, 6178.92 examples/s]"
+      "Map (num_proc=32):   2%|       | 17818/1000000 [00:03<02:19, 7046.02 examples/s]"
      ]
     },
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@@ -1204,7 +1331,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 37069/1000000 [00:06<02:29, 6422.60 examples/s]"
+      "Map (num_proc=32):   2%|▏      | 18582/1000000 [00:03<02:17, 7157.94 examples/s]"
      ]
     },
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@@ -1212,7 +1339,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 37834/1000000 [00:06<02:22, 6772.40 examples/s]"
+      "Map (num_proc=32):   2%|▏      | 19370/1000000 [00:03<02:13, 7346.74 examples/s]"
      ]
     },
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@@ -1220,7 +1347,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 38526/1000000 [00:06<02:23, 6689.75 examples/s]"
+      "Map (num_proc=32):   2%|▏      | 20184/1000000 [00:03<02:11, 7453.20 examples/s]"
      ]
     },
     {
@@ -1228,7 +1355,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 39287/1000000 [00:06<02:20, 6820.61 examples/s]"
+      "Map (num_proc=32):   2%|▏      | 20933/1000000 [00:03<02:15, 7224.41 examples/s]"
      ]
     },
     {
@@ -1236,7 +1363,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 39977/1000000 [00:06<02:23, 6711.63 examples/s]"
+      "Map (num_proc=32):   2%|▏      | 21672/1000000 [00:04<02:19, 7021.86 examples/s]"
      ]
     },
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@@ -1244,7 +1371,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 40696/1000000 [00:06<02:20, 6828.98 examples/s]"
+      "Map (num_proc=32):   2%|▏      | 22475/1000000 [00:04<02:14, 7251.53 examples/s]"
      ]
     },
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      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 41387/1000000 [00:06<02:20, 6826.14 examples/s]"
+      "Map (num_proc=32):   2%|▏      | 23205/1000000 [00:04<02:18, 7037.34 examples/s]"
      ]
     },
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      "output_type": "stream",
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       "\r",
-      "Map (num_proc=16):   4%|▎      | 42158/1000000 [00:06<02:15, 7047.46 examples/s]"
+      "Map (num_proc=32):   2%|▏      | 23924/1000000 [00:04<02:21, 6883.01 examples/s]"
      ]
     },
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      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 42874/1000000 [00:06<02:21, 6741.83 examples/s]"
+      "Map (num_proc=32):   2%|▏      | 24631/1000000 [00:04<02:27, 6626.45 examples/s]"
      ]
     },
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@@ -1276,7 +1403,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 43553/1000000 [00:07<02:22, 6729.37 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 25305/1000000 [00:04<02:31, 6420.84 examples/s]"
      ]
     },
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@@ -1284,7 +1411,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 44242/1000000 [00:07<02:22, 6687.51 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 25958/1000000 [00:04<02:31, 6430.50 examples/s]"
      ]
     },
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@@ -1292,7 +1419,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   4%|▎      | 44932/1000000 [00:07<02:29, 6381.06 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 26607/1000000 [00:04<02:32, 6392.45 examples/s]"
      ]
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@@ -1300,7 +1427,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 45644/1000000 [00:07<02:25, 6571.66 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 27249/1000000 [00:04<02:33, 6351.77 examples/s]"
      ]
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      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 46310/1000000 [00:07<02:28, 6427.98 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 27971/1000000 [00:05<02:27, 6582.82 examples/s]"
      ]
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      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 46988/1000000 [00:07<02:26, 6508.92 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 28640/1000000 [00:05<02:28, 6523.32 examples/s]"
      ]
     },
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      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 47655/1000000 [00:07<02:30, 6328.42 examples/s]"
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 48306/1000000 [00:07<02:35, 6128.21 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 29951/1000000 [00:05<02:43, 5942.56 examples/s]"
      ]
     },
     {
@@ -1340,7 +1467,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 48929/1000000 [00:07<02:48, 5651.06 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 30558/1000000 [00:05<02:44, 5892.13 examples/s]"
      ]
     },
     {
@@ -1348,7 +1475,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 49516/1000000 [00:08<02:46, 5696.82 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 31175/1000000 [00:05<02:49, 5708.67 examples/s]"
      ]
     },
     {
@@ -1356,7 +1483,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 50107/1000000 [00:08<02:46, 5710.76 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 31752/1000000 [00:05<02:49, 5714.02 examples/s]"
      ]
     },
     {
@@ -1364,7 +1491,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 50686/1000000 [00:08<02:46, 5712.26 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 32375/1000000 [00:05<02:45, 5834.99 examples/s]"
      ]
     },
     {
@@ -1372,7 +1499,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 51272/1000000 [00:08<02:47, 5678.96 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 33057/1000000 [00:05<02:40, 6042.10 examples/s]"
      ]
     },
     {
@@ -1380,7 +1507,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 51878/1000000 [00:08<02:45, 5739.27 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 33672/1000000 [00:06<02:44, 5866.93 examples/s]"
      ]
     },
     {
@@ -1388,7 +1515,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 52581/1000000 [00:08<02:35, 6077.07 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 34266/1000000 [00:06<02:53, 5555.21 examples/s]"
      ]
     },
     {
@@ -1396,7 +1523,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▎      | 53308/1000000 [00:08<02:29, 6339.74 examples/s]"
+      "Map (num_proc=32):   3%|▏      | 34854/1000000 [00:06<02:51, 5626.05 examples/s]"
      ]
     },
     {
@@ -1404,7 +1531,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▍      | 53967/1000000 [00:08<02:34, 6118.99 examples/s]"
+      "Map (num_proc=32):   4%|▏      | 35428/1000000 [00:06<02:51, 5627.80 examples/s]"
      ]
     },
     {
@@ -1412,7 +1539,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   5%|▍      | 54753/1000000 [00:08<02:23, 6601.58 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 36062/1000000 [00:06<02:45, 5829.61 examples/s]"
      ]
     },
     {
@@ -1420,7 +1547,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 55455/1000000 [00:08<02:20, 6715.43 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 36667/1000000 [00:06<02:45, 5806.76 examples/s]"
      ]
     },
     {
@@ -1428,7 +1555,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 56193/1000000 [00:09<02:17, 6885.62 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 37254/1000000 [00:06<02:46, 5767.78 examples/s]"
      ]
     },
     {
@@ -1436,7 +1563,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 56959/1000000 [00:09<02:15, 6973.80 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 37862/1000000 [00:06<02:45, 5808.33 examples/s]"
      ]
     },
     {
@@ -1444,7 +1571,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 57678/1000000 [00:09<02:16, 6890.51 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 38463/1000000 [00:06<02:44, 5855.00 examples/s]"
      ]
     },
     {
@@ -1452,7 +1579,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 58402/1000000 [00:09<02:15, 6946.01 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 39055/1000000 [00:06<02:49, 5668.59 examples/s]"
      ]
     },
     {
@@ -1460,7 +1587,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 59118/1000000 [00:09<02:18, 6803.43 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 39661/1000000 [00:07<02:46, 5754.86 examples/s]"
      ]
     },
     {
@@ -1468,7 +1595,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 59874/1000000 [00:09<02:14, 7001.47 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 40327/1000000 [00:07<02:40, 5964.13 examples/s]"
      ]
     },
     {
@@ -1476,7 +1603,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 60595/1000000 [00:09<02:13, 7035.92 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 40998/1000000 [00:07<02:36, 6131.67 examples/s]"
      ]
     },
     {
@@ -1484,7 +1611,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 61303/1000000 [00:09<02:19, 6720.87 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 41624/1000000 [00:07<02:35, 6160.36 examples/s]"
      ]
     },
     {
@@ -1492,7 +1619,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 61985/1000000 [00:09<02:20, 6659.28 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 42289/1000000 [00:07<02:32, 6276.27 examples/s]"
      ]
     },
     {
@@ -1500,7 +1627,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 62693/1000000 [00:10<02:23, 6528.17 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 42927/1000000 [00:07<02:31, 6297.43 examples/s]"
      ]
     },
     {
@@ -1508,7 +1635,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 63369/1000000 [00:10<02:37, 5929.10 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 43592/1000000 [00:07<02:29, 6382.68 examples/s]"
      ]
     },
     {
@@ -1516,7 +1643,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 63988/1000000 [00:10<02:43, 5716.72 examples/s]"
+      "Map (num_proc=32):   4%|▎      | 44361/1000000 [00:07<02:23, 6667.01 examples/s]"
      ]
     },
     {
@@ -1524,7 +1651,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   6%|▍      | 64578/1000000 [00:10<02:45, 5635.97 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 45031/1000000 [00:07<02:27, 6489.34 examples/s]"
      ]
     },
     {
@@ -1532,7 +1659,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▍      | 65186/1000000 [00:10<02:45, 5655.24 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 45681/1000000 [00:08<02:33, 6232.93 examples/s]"
      ]
     },
     {
@@ -1540,7 +1667,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▍      | 65854/1000000 [00:10<02:38, 5906.43 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 46312/1000000 [00:08<02:34, 6178.45 examples/s]"
      ]
     },
     {
@@ -1548,7 +1675,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▍      | 66457/1000000 [00:10<02:39, 5868.15 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 46973/1000000 [00:08<02:31, 6289.09 examples/s]"
      ]
     },
     {
@@ -1556,7 +1683,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▍      | 67058/1000000 [00:10<02:38, 5873.93 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 47618/1000000 [00:08<02:30, 6309.10 examples/s]"
      ]
     },
     {
@@ -1564,7 +1691,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▍      | 67767/1000000 [00:10<02:32, 6102.41 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 48262/1000000 [00:08<02:32, 6248.73 examples/s]"
      ]
     },
     {
@@ -1572,7 +1699,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▍      | 68414/1000000 [00:10<02:30, 6195.17 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 48893/1000000 [00:08<02:32, 6243.22 examples/s]"
      ]
     },
     {
@@ -1580,7 +1707,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▍      | 69087/1000000 [00:11<02:28, 6279.61 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 49541/1000000 [00:08<02:32, 6237.58 examples/s]"
      ]
     },
     {
@@ -1588,7 +1715,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▍      | 69838/1000000 [00:11<02:21, 6582.19 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 50175/1000000 [00:08<02:32, 6213.40 examples/s]"
      ]
     },
     {
@@ -1596,7 +1723,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▍      | 70516/1000000 [00:11<02:21, 6577.30 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 50850/1000000 [00:08<02:29, 6348.38 examples/s]"
      ]
     },
     {
@@ -1604,7 +1731,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▍      | 71263/1000000 [00:11<02:16, 6799.18 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 51494/1000000 [00:08<02:33, 6197.25 examples/s]"
      ]
     },
     {
@@ -1612,7 +1739,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▌      | 71980/1000000 [00:11<02:15, 6860.91 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 52143/1000000 [00:09<02:31, 6256.95 examples/s]"
      ]
     },
     {
@@ -1620,7 +1747,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▌      | 72680/1000000 [00:11<02:17, 6736.72 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 52783/1000000 [00:09<02:31, 6252.38 examples/s]"
      ]
     },
     {
@@ -1628,7 +1755,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▌      | 73364/1000000 [00:11<02:27, 6288.86 examples/s]"
+      "Map (num_proc=32):   5%|▎      | 53546/1000000 [00:09<02:23, 6609.26 examples/s]"
      ]
     },
     {
@@ -1636,7 +1763,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▌      | 74045/1000000 [00:11<02:24, 6417.68 examples/s]"
+      "Map (num_proc=32):   5%|▍      | 54265/1000000 [00:09<02:20, 6746.40 examples/s]"
      ]
     },
     {
@@ -1644,7 +1771,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   7%|▌      | 74699/1000000 [00:11<02:32, 6054.74 examples/s]"
+      "Map (num_proc=32):   5%|▍      | 54941/1000000 [00:09<02:21, 6697.77 examples/s]"
      ]
     },
     {
@@ -1652,7 +1779,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 75317/1000000 [00:12<02:39, 5811.20 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 55624/1000000 [00:09<02:30, 6290.06 examples/s]"
      ]
     },
     {
@@ -1660,7 +1787,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 75920/1000000 [00:12<02:44, 5606.47 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 56263/1000000 [00:09<02:35, 6073.73 examples/s]"
      ]
     },
     {
@@ -1668,7 +1795,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 76497/1000000 [00:12<02:45, 5570.64 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 56879/1000000 [00:09<02:40, 5862.12 examples/s]"
      ]
     },
     {
@@ -1676,7 +1803,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 77078/1000000 [00:12<02:47, 5514.18 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 57477/1000000 [00:09<02:41, 5821.67 examples/s]"
      ]
     },
     {
@@ -1684,7 +1811,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 77640/1000000 [00:12<02:50, 5394.02 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 58095/1000000 [00:10<02:39, 5915.13 examples/s]"
      ]
     },
     {
@@ -1692,7 +1819,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 78194/1000000 [00:12<02:50, 5421.82 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 58702/1000000 [00:10<02:39, 5883.54 examples/s]"
      ]
     },
     {
@@ -1700,7 +1827,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 78741/1000000 [00:12<03:08, 4876.05 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 59293/1000000 [00:10<02:40, 5875.84 examples/s]"
      ]
     },
     {
@@ -1708,7 +1835,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 79239/1000000 [00:12<03:13, 4762.22 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 59976/1000000 [00:10<02:33, 6123.63 examples/s]"
      ]
     },
     {
@@ -1716,7 +1843,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 79749/1000000 [00:12<03:09, 4844.29 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 60647/1000000 [00:10<02:32, 6174.76 examples/s]"
      ]
     },
     {
@@ -1724,7 +1851,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 80344/1000000 [00:13<03:00, 5107.11 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 61291/1000000 [00:10<02:32, 6141.76 examples/s]"
      ]
     },
     {
@@ -1732,7 +1859,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 80947/1000000 [00:13<02:51, 5361.71 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 61946/1000000 [00:10<02:32, 6158.06 examples/s]"
      ]
     },
     {
@@ -1740,7 +1867,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 81494/1000000 [00:13<03:03, 5017.75 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 62686/1000000 [00:10<02:23, 6509.72 examples/s]"
      ]
     },
     {
@@ -1748,7 +1875,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 82011/1000000 [00:13<03:14, 4717.13 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 63441/1000000 [00:10<02:18, 6768.03 examples/s]"
      ]
     },
     {
@@ -1756,7 +1883,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 82552/1000000 [00:13<03:08, 4855.06 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 64126/1000000 [00:10<02:20, 6645.13 examples/s]"
      ]
     },
     {
@@ -1764,7 +1891,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 83215/1000000 [00:13<02:54, 5247.77 examples/s]"
+      "Map (num_proc=32):   6%|▍      | 64821/1000000 [00:11<02:19, 6715.82 examples/s]"
      ]
     },
     {
@@ -1772,7 +1899,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 83820/1000000 [00:13<02:50, 5365.81 examples/s]"
+      "Map (num_proc=32):   7%|▍      | 65512/1000000 [00:11<02:21, 6590.69 examples/s]"
      ]
     },
     {
@@ -1780,7 +1907,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   8%|▌      | 84491/1000000 [00:13<02:41, 5662.66 examples/s]"
+      "Map (num_proc=32):   7%|▍      | 66200/1000000 [00:11<02:20, 6625.71 examples/s]"
      ]
     },
     {
@@ -1788,7 +1915,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▌      | 85156/1000000 [00:13<02:36, 5848.25 examples/s]"
+      "Map (num_proc=32):   7%|▍      | 66884/1000000 [00:11<02:31, 6166.69 examples/s]"
      ]
     },
     {
@@ -1796,7 +1923,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▌      | 85844/1000000 [00:14<02:29, 6107.29 examples/s]"
+      "Map (num_proc=32):   7%|▍      | 67526/1000000 [00:11<02:31, 6160.63 examples/s]"
      ]
     },
     {
@@ -1804,7 +1931,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▌      | 86526/1000000 [00:14<02:27, 6206.03 examples/s]"
+      "Map (num_proc=32):   7%|▍      | 68187/1000000 [00:11<02:29, 6214.20 examples/s]"
      ]
     },
     {
@@ -1812,7 +1939,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▌      | 87234/1000000 [00:14<02:22, 6409.51 examples/s]"
+      "Map (num_proc=32):   7%|▍      | 68907/1000000 [00:11<02:23, 6475.05 examples/s]"
      ]
     },
     {
@@ -1820,7 +1947,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▌      | 88012/1000000 [00:14<02:15, 6715.95 examples/s]"
+      "Map (num_proc=32):   7%|▍      | 69575/1000000 [00:11<02:29, 6232.64 examples/s]"
      ]
     },
     {
@@ -1828,7 +1955,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▌      | 88713/1000000 [00:14<02:15, 6705.57 examples/s]"
+      "Map (num_proc=32):   7%|▍      | 70203/1000000 [00:11<02:34, 6013.32 examples/s]"
      ]
     },
     {
@@ -1836,7 +1963,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▋      | 89533/1000000 [00:14<02:08, 7095.81 examples/s]"
+      "Map (num_proc=32):   7%|▍      | 70870/1000000 [00:12<02:30, 6175.62 examples/s]"
      ]
     },
     {
@@ -1844,7 +1971,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▋      | 90266/1000000 [00:14<02:12, 6870.17 examples/s]"
+      "Map (num_proc=32):   7%|▌      | 71526/1000000 [00:12<02:30, 6153.53 examples/s]"
      ]
     },
     {
@@ -1852,7 +1979,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▋      | 90964/1000000 [00:14<02:18, 6559.26 examples/s]"
+      "Map (num_proc=32):   7%|▌      | 72196/1000000 [00:12<02:28, 6236.76 examples/s]"
      ]
     },
     {
@@ -1860,7 +1987,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▋      | 91657/1000000 [00:14<02:20, 6466.73 examples/s]"
+      "Map (num_proc=32):   7%|▌      | 72831/1000000 [00:12<02:33, 6034.02 examples/s]"
      ]
     },
     {
@@ -1868,7 +1995,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▋      | 92319/1000000 [00:15<02:22, 6377.30 examples/s]"
+      "Map (num_proc=32):   7%|▌      | 73439/1000000 [00:12<02:46, 5580.95 examples/s]"
      ]
     },
     {
@@ -1876,7 +2003,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▋      | 93071/1000000 [00:15<02:15, 6684.48 examples/s]"
+      "Map (num_proc=32):   7%|▌      | 74009/1000000 [00:12<02:47, 5533.73 examples/s]"
      ]
     },
     {
@@ -1884,7 +2011,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▋      | 93759/1000000 [00:15<02:18, 6547.24 examples/s]"
+      "Map (num_proc=32):   7%|▌      | 74575/1000000 [00:12<02:46, 5566.20 examples/s]"
      ]
     },
     {
@@ -1892,7 +2019,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):   9%|▋      | 94417/1000000 [00:15<02:22, 6342.24 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 75169/1000000 [00:12<02:43, 5669.30 examples/s]"
      ]
     },
     {
@@ -1900,7 +2027,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▋      | 95063/1000000 [00:15<02:28, 6089.01 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 75756/1000000 [00:12<02:42, 5688.31 examples/s]"
      ]
     },
     {
@@ -1908,7 +2035,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▋      | 95747/1000000 [00:15<02:24, 6250.05 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 76402/1000000 [00:13<02:37, 5862.39 examples/s]"
      ]
     },
     {
@@ -1916,7 +2043,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▋      | 96376/1000000 [00:15<02:24, 6237.60 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 77083/1000000 [00:13<02:34, 5963.47 examples/s]"
      ]
     },
     {
@@ -1924,7 +2051,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▋      | 97011/1000000 [00:15<02:26, 6173.42 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 77930/1000000 [00:13<02:21, 6497.53 examples/s]"
      ]
     },
     {
@@ -1932,7 +2059,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▋      | 97632/1000000 [00:15<02:29, 6016.45 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 78579/1000000 [00:13<02:27, 6233.09 examples/s]"
      ]
     },
     {
@@ -1940,7 +2067,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▋      | 98245/1000000 [00:16<02:33, 5883.62 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 79209/1000000 [00:13<02:28, 6218.03 examples/s]"
      ]
     },
     {
@@ -1948,7 +2075,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▋      | 98843/1000000 [00:16<02:33, 5875.52 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 79908/1000000 [00:13<02:23, 6413.67 examples/s]"
      ]
     },
     {
@@ -1956,7 +2083,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▋      | 99463/1000000 [00:16<02:31, 5959.13 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 80571/1000000 [00:13<02:23, 6425.31 examples/s]"
      ]
     },
     {
@@ -1964,7 +2091,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▌     | 100191/1000000 [00:16<02:21, 6337.59 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 81239/1000000 [00:13<02:22, 6467.88 examples/s]"
      ]
     },
     {
@@ -1972,7 +2099,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▌     | 100866/1000000 [00:16<02:20, 6399.22 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 81887/1000000 [00:13<02:27, 6223.68 examples/s]"
      ]
     },
     {
@@ -1980,7 +2107,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▌     | 101515/1000000 [00:16<02:22, 6318.45 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 82554/1000000 [00:13<02:26, 6260.15 examples/s]"
      ]
     },
     {
@@ -1988,7 +2115,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▌     | 102308/1000000 [00:16<02:19, 6448.59 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 83277/1000000 [00:14<02:20, 6534.41 examples/s]"
      ]
     },
     {
@@ -1996,7 +2123,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▌     | 103116/1000000 [00:16<02:10, 6864.34 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 84029/1000000 [00:14<02:14, 6803.46 examples/s]"
      ]
     },
     {
@@ -2004,7 +2131,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▌     | 103810/1000000 [00:16<02:14, 6679.35 examples/s]"
+      "Map (num_proc=32):   8%|▌      | 84718/1000000 [00:14<02:15, 6768.13 examples/s]"
      ]
     },
     {
@@ -2012,7 +2139,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  10%|▋     | 104557/1000000 [00:16<02:11, 6801.79 examples/s]"
+      "Map (num_proc=32):   9%|▌      | 85401/1000000 [00:14<02:19, 6548.95 examples/s]"
      ]
     },
     {
@@ -2020,7 +2147,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 105340/1000000 [00:17<02:06, 7051.11 examples/s]"
+      "Map (num_proc=32):   9%|▌      | 86061/1000000 [00:14<02:25, 6267.03 examples/s]"
      ]
     },
     {
@@ -2028,7 +2155,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 106056/1000000 [00:17<02:15, 6619.60 examples/s]"
+      "Map (num_proc=32):   9%|▌      | 86712/1000000 [00:14<02:24, 6310.48 examples/s]"
      ]
     },
     {
@@ -2036,7 +2163,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 106735/1000000 [00:17<02:15, 6607.35 examples/s]"
+      "Map (num_proc=32):   9%|▌      | 87357/1000000 [00:14<02:27, 6198.56 examples/s]"
      ]
     },
     {
@@ -2044,7 +2171,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 107461/1000000 [00:17<02:12, 6742.73 examples/s]"
+      "Map (num_proc=32):   9%|▌      | 88072/1000000 [00:14<02:22, 6412.80 examples/s]"
      ]
     },
     {
@@ -2052,7 +2179,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 108148/1000000 [00:17<02:12, 6729.64 examples/s]"
+      "Map (num_proc=32):   9%|▌      | 88716/1000000 [00:14<02:24, 6302.80 examples/s]"
      ]
     },
     {
@@ -2060,7 +2187,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 108839/1000000 [00:17<02:25, 6128.66 examples/s]"
+      "Map (num_proc=32):   9%|▋      | 89356/1000000 [00:15<02:33, 5934.91 examples/s]"
      ]
     },
     {
@@ -2068,7 +2195,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 109526/1000000 [00:17<02:23, 6222.90 examples/s]"
+      "Map (num_proc=32):   9%|▋      | 89960/1000000 [00:15<02:36, 5827.68 examples/s]"
      ]
     },
     {
@@ -2076,7 +2203,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 110168/1000000 [00:17<02:33, 5805.74 examples/s]"
+      "Map (num_proc=32):   9%|▋      | 90567/1000000 [00:15<02:34, 5875.91 examples/s]"
      ]
     },
     {
@@ -2084,7 +2211,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 110771/1000000 [00:17<02:34, 5742.76 examples/s]"
+      "Map (num_proc=32):   9%|▋      | 91162/1000000 [00:15<02:35, 5842.83 examples/s]"
      ]
     },
     {
@@ -2092,7 +2219,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 111363/1000000 [00:18<02:33, 5789.11 examples/s]"
+      "Map (num_proc=32):   9%|▋      | 91774/1000000 [00:15<02:33, 5908.84 examples/s]"
      ]
     },
     {
@@ -2100,7 +2227,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 112000/1000000 [00:18<02:29, 5941.37 examples/s]"
+      "Map (num_proc=32):   9%|▋      | 92411/1000000 [00:15<02:30, 6035.21 examples/s]"
      ]
     },
     {
@@ -2108,7 +2235,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 112629/1000000 [00:18<02:27, 6032.83 examples/s]"
+      "Map (num_proc=32):   9%|▋      | 93086/1000000 [00:15<02:25, 6218.93 examples/s]"
      ]
     },
     {
@@ -2116,7 +2243,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 113335/1000000 [00:18<02:22, 6237.52 examples/s]"
+      "Map (num_proc=32):   9%|▋      | 93879/1000000 [00:15<02:16, 6627.25 examples/s]"
      ]
     },
     {
@@ -2124,7 +2251,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 113978/1000000 [00:18<02:30, 5896.97 examples/s]"
+      "Map (num_proc=32):   9%|▋      | 94645/1000000 [00:15<02:11, 6871.06 examples/s]"
      ]
     },
     {
@@ -2132,7 +2259,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  11%|▋     | 114586/1000000 [00:18<02:31, 5841.44 examples/s]"
+      "Map (num_proc=32):  10%|▋      | 95351/1000000 [00:15<02:14, 6713.01 examples/s]"
      ]
     },
     {
@@ -2140,7 +2267,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 115183/1000000 [00:18<02:34, 5741.78 examples/s]"
+      "Map (num_proc=32):  10%|▋      | 96036/1000000 [00:16<02:23, 6306.49 examples/s]"
      ]
     },
     {
@@ -2148,7 +2275,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 115797/1000000 [00:18<02:31, 5843.02 examples/s]"
+      "Map (num_proc=32):  10%|▋      | 96675/1000000 [00:16<02:26, 6147.32 examples/s]"
      ]
     },
     {
@@ -2156,7 +2283,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 116430/1000000 [00:18<02:28, 5966.08 examples/s]"
+      "Map (num_proc=32):  10%|▋      | 97311/1000000 [00:16<02:29, 6051.15 examples/s]"
      ]
     },
     {
@@ -2164,7 +2291,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 117125/1000000 [00:19<02:21, 6218.08 examples/s]"
+      "Map (num_proc=32):  10%|▋      | 97924/1000000 [00:16<02:35, 5807.43 examples/s]"
      ]
     },
     {
@@ -2172,7 +2299,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 117867/1000000 [00:19<02:16, 6479.63 examples/s]"
+      "Map (num_proc=32):  10%|▋      | 98561/1000000 [00:16<02:32, 5928.88 examples/s]"
      ]
     },
     {
@@ -2180,7 +2307,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 118560/1000000 [00:19<02:13, 6608.49 examples/s]"
+      "Map (num_proc=32):  10%|▋      | 99202/1000000 [00:16<02:28, 6057.13 examples/s]"
      ]
     },
     {
@@ -2188,7 +2315,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 119262/1000000 [00:19<02:11, 6718.24 examples/s]"
+      "Map (num_proc=32):  10%|▋      | 99824/1000000 [00:16<02:31, 5930.36 examples/s]"
      ]
     },
     {
@@ -2196,7 +2323,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 119941/1000000 [00:19<02:20, 6251.44 examples/s]"
+      "Map (num_proc=32):  10%|▌     | 100429/1000000 [00:16<02:34, 5826.26 examples/s]"
      ]
     },
     {
@@ -2204,7 +2331,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 120599/1000000 [00:19<02:25, 6036.77 examples/s]"
+      "Map (num_proc=32):  10%|▌     | 101086/1000000 [00:16<02:30, 5988.98 examples/s]"
      ]
     },
     {
@@ -2212,7 +2339,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 121263/1000000 [00:19<02:21, 6197.87 examples/s]"
+      "Map (num_proc=32):  10%|▌     | 101790/1000000 [00:17<02:23, 6274.90 examples/s]"
      ]
     },
     {
@@ -2220,7 +2347,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 121907/1000000 [00:19<02:22, 6143.32 examples/s]"
+      "Map (num_proc=32):  10%|▌     | 102425/1000000 [00:17<02:23, 6246.69 examples/s]"
      ]
     },
     {
@@ -2228,7 +2355,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 122531/1000000 [00:19<02:22, 6150.39 examples/s]"
+      "Map (num_proc=32):  10%|▌     | 103136/1000000 [00:17<02:18, 6475.36 examples/s]"
      ]
     },
     {
@@ -2236,7 +2363,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 123196/1000000 [00:19<02:21, 6201.11 examples/s]"
+      "Map (num_proc=32):  10%|▌     | 103792/1000000 [00:17<02:20, 6362.47 examples/s]"
      ]
     },
     {
@@ -2244,7 +2371,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 123928/1000000 [00:20<02:15, 6466.26 examples/s]"
+      "Map (num_proc=32):  10%|▋     | 104450/1000000 [00:17<02:19, 6420.33 examples/s]"
      ]
     },
     {
@@ -2252,7 +2379,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  12%|▋     | 124636/1000000 [00:20<02:12, 6598.08 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 105130/1000000 [00:17<02:17, 6498.27 examples/s]"
      ]
     },
     {
@@ -2260,7 +2387,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 125298/1000000 [00:20<02:13, 6572.77 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 105782/1000000 [00:17<02:23, 6250.77 examples/s]"
      ]
     },
     {
@@ -2268,7 +2395,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 125975/1000000 [00:20<02:23, 6104.09 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 106506/1000000 [00:17<02:17, 6521.12 examples/s]"
      ]
     },
     {
@@ -2276,7 +2403,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 126630/1000000 [00:20<02:22, 6148.75 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 107171/1000000 [00:17<02:24, 6199.14 examples/s]"
      ]
     },
     {
@@ -2284,7 +2411,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 127272/1000000 [00:20<02:23, 6066.13 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 107799/1000000 [00:18<02:26, 6107.45 examples/s]"
      ]
     },
     {
@@ -2292,7 +2419,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 127912/1000000 [00:20<02:22, 6120.42 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 108488/1000000 [00:18<02:22, 6245.23 examples/s]"
      ]
     },
     {
@@ -2300,7 +2427,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 128682/1000000 [00:20<02:14, 6492.93 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 109222/1000000 [00:18<02:17, 6493.51 examples/s]"
      ]
     },
     {
@@ -2308,7 +2435,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 129474/1000000 [00:20<02:06, 6889.57 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 109919/1000000 [00:18<02:14, 6628.65 examples/s]"
      ]
     },
     {
@@ -2316,7 +2443,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 130177/1000000 [00:21<02:15, 6415.68 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 110604/1000000 [00:18<02:13, 6679.72 examples/s]"
      ]
     },
     {
@@ -2324,7 +2451,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 130841/1000000 [00:21<02:21, 6163.62 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 111278/1000000 [00:18<02:14, 6605.56 examples/s]"
      ]
     },
     {
@@ -2332,7 +2459,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 131468/1000000 [00:21<02:21, 6135.65 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 111952/1000000 [00:18<02:17, 6480.21 examples/s]"
      ]
     },
     {
@@ -2340,7 +2467,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 132125/1000000 [00:21<02:20, 6193.92 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 112605/1000000 [00:18<02:17, 6438.92 examples/s]"
      ]
     },
     {
@@ -2348,7 +2475,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 132759/1000000 [00:21<02:19, 6199.48 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 113302/1000000 [00:18<02:15, 6561.44 examples/s]"
      ]
     },
     {
@@ -2356,7 +2483,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 133384/1000000 [00:21<02:20, 6178.52 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 114047/1000000 [00:18<02:10, 6792.09 examples/s]"
      ]
     },
     {
@@ -2364,7 +2491,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 134086/1000000 [00:21<02:17, 6283.26 examples/s]"
+      "Map (num_proc=32):  11%|▋     | 114734/1000000 [00:19<02:15, 6543.81 examples/s]"
      ]
     },
     {
@@ -2372,7 +2499,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  13%|▊     | 134840/1000000 [00:21<02:10, 6605.62 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 115391/1000000 [00:19<02:17, 6439.55 examples/s]"
      ]
     },
     {
@@ -2380,7 +2507,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 135598/1000000 [00:21<02:06, 6819.34 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 116049/1000000 [00:19<02:22, 6214.88 examples/s]"
      ]
     },
     {
@@ -2388,7 +2515,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 136287/1000000 [00:22<02:13, 6469.13 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 116674/1000000 [00:19<02:22, 6215.56 examples/s]"
      ]
     },
     {
@@ -2396,7 +2523,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 136974/1000000 [00:22<02:11, 6572.36 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 117332/1000000 [00:19<02:20, 6283.02 examples/s]"
      ]
     },
     {
@@ -2404,7 +2531,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 137650/1000000 [00:22<02:11, 6540.50 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 118019/1000000 [00:19<02:17, 6430.12 examples/s]"
      ]
     },
     {
@@ -2412,7 +2539,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 138333/1000000 [00:22<02:10, 6594.37 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 118687/1000000 [00:19<02:15, 6490.81 examples/s]"
      ]
     },
     {
@@ -2420,7 +2547,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 139005/1000000 [00:22<02:10, 6603.87 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 119387/1000000 [00:19<02:13, 6609.04 examples/s]"
      ]
     },
     {
@@ -2428,7 +2555,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 139739/1000000 [00:22<02:06, 6792.66 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 120051/1000000 [00:19<02:23, 6141.26 examples/s]"
      ]
     },
     {
@@ -2436,7 +2563,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 140420/1000000 [00:22<02:08, 6704.82 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 120673/1000000 [00:20<02:27, 5948.70 examples/s]"
      ]
     },
     {
@@ -2444,7 +2571,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 141094/1000000 [00:22<02:11, 6523.68 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 121282/1000000 [00:20<02:30, 5827.93 examples/s]"
      ]
     },
     {
@@ -2452,7 +2579,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 141748/1000000 [00:22<02:19, 6132.63 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 121882/1000000 [00:20<02:30, 5824.83 examples/s]"
      ]
     },
     {
@@ -2460,7 +2587,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 142399/1000000 [00:22<02:18, 6191.26 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 122467/1000000 [00:20<02:30, 5812.30 examples/s]"
      ]
     },
     {
@@ -2468,7 +2595,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 143022/1000000 [00:23<02:20, 6089.32 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 123149/1000000 [00:20<02:24, 6086.48 examples/s]"
      ]
     },
     {
@@ -2476,7 +2603,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 143680/1000000 [00:23<02:17, 6219.66 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 123761/1000000 [00:20<02:25, 6033.25 examples/s]"
      ]
     },
     {
@@ -2484,7 +2611,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 144330/1000000 [00:23<02:17, 6228.39 examples/s]"
+      "Map (num_proc=32):  12%|▋     | 124457/1000000 [00:20<02:19, 6269.93 examples/s]"
      ]
     },
     {
@@ -2492,7 +2619,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  14%|▊     | 144988/1000000 [00:23<02:17, 6224.28 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 125102/1000000 [00:20<02:19, 6278.33 examples/s]"
      ]
     },
     {
@@ -2500,7 +2627,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▊     | 145623/1000000 [00:23<02:17, 6232.22 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 125735/1000000 [00:20<02:19, 6285.04 examples/s]"
      ]
     },
     {
@@ -2508,7 +2635,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 146269/1000000 [00:23<02:27, 5778.05 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 126375/1000000 [00:20<02:19, 6274.94 examples/s]"
      ]
     },
     {
@@ -2516,7 +2643,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 146887/1000000 [00:23<02:25, 5880.47 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 127038/1000000 [00:21<02:17, 6353.61 examples/s]"
      ]
     },
     {
@@ -2524,7 +2651,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 147551/1000000 [00:23<02:19, 6092.17 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 127686/1000000 [00:21<02:17, 6339.38 examples/s]"
      ]
     },
     {
@@ -2532,7 +2659,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 148269/1000000 [00:23<02:13, 6389.64 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 128326/1000000 [00:21<02:18, 6308.27 examples/s]"
      ]
     },
     {
@@ -2540,7 +2667,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 148934/1000000 [00:24<02:16, 6254.47 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 128960/1000000 [00:21<02:21, 6163.48 examples/s]"
      ]
     },
     {
@@ -2548,7 +2675,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 149578/1000000 [00:24<02:16, 6227.73 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 129586/1000000 [00:21<02:21, 6166.09 examples/s]"
      ]
     },
     {
@@ -2556,7 +2683,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 150333/1000000 [00:24<02:10, 6520.07 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 130274/1000000 [00:21<02:16, 6350.05 examples/s]"
      ]
     },
     {
@@ -2564,7 +2691,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 150994/1000000 [00:24<02:11, 6452.49 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 130916/1000000 [00:21<02:20, 6183.66 examples/s]"
      ]
     },
     {
@@ -2572,7 +2699,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 151641/1000000 [00:24<02:12, 6414.88 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 131557/1000000 [00:21<02:19, 6205.60 examples/s]"
      ]
     },
     {
@@ -2580,7 +2707,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 152303/1000000 [00:24<02:11, 6465.46 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 132179/1000000 [00:21<02:26, 5925.42 examples/s]"
      ]
     },
     {
@@ -2588,7 +2715,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 152979/1000000 [00:24<02:09, 6546.40 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 132806/1000000 [00:22<02:24, 5996.44 examples/s]"
      ]
     },
     {
@@ -2596,7 +2723,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 153755/1000000 [00:24<02:02, 6887.84 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 133471/1000000 [00:22<02:20, 6164.43 examples/s]"
      ]
     },
     {
@@ -2604,7 +2731,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  15%|▉     | 154505/1000000 [00:24<01:59, 7068.81 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 134090/1000000 [00:22<02:21, 6138.88 examples/s]"
      ]
     },
     {
@@ -2612,7 +2739,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 155272/1000000 [00:24<01:57, 7215.53 examples/s]"
+      "Map (num_proc=32):  13%|▊     | 134805/1000000 [00:22<02:15, 6399.21 examples/s]"
      ]
     },
     {
@@ -2620,7 +2747,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 156008/1000000 [00:25<01:58, 7146.77 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 135507/1000000 [00:22<02:12, 6506.58 examples/s]"
      ]
     },
     {
@@ -2628,7 +2755,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 156735/1000000 [00:25<02:08, 6548.43 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 136188/1000000 [00:22<02:11, 6558.84 examples/s]"
      ]
     },
     {
@@ -2636,7 +2763,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 157415/1000000 [00:25<02:08, 6548.40 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 136856/1000000 [00:22<02:12, 6537.92 examples/s]"
      ]
     },
     {
@@ -2644,7 +2771,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 158083/1000000 [00:25<02:20, 5997.11 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 137522/1000000 [00:22<02:11, 6561.95 examples/s]"
      ]
     },
     {
@@ -2652,7 +2779,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 158717/1000000 [00:25<02:20, 6008.71 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 138189/1000000 [00:22<02:11, 6573.13 examples/s]"
      ]
     },
     {
@@ -2660,7 +2787,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 159441/1000000 [00:25<02:13, 6296.80 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 138853/1000000 [00:22<02:11, 6535.55 examples/s]"
      ]
     },
     {
@@ -2668,7 +2795,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 160260/1000000 [00:25<02:03, 6772.67 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 139515/1000000 [00:23<02:13, 6424.70 examples/s]"
      ]
     },
     {
@@ -2676,7 +2803,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 160961/1000000 [00:25<02:17, 6123.63 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 140174/1000000 [00:23<02:23, 6001.23 examples/s]"
      ]
     },
     {
@@ -2684,7 +2811,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 161598/1000000 [00:26<02:25, 5767.17 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 140780/1000000 [00:23<02:37, 5468.53 examples/s]"
      ]
     },
     {
@@ -2692,7 +2819,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 162197/1000000 [00:26<02:26, 5728.19 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 141412/1000000 [00:23<02:33, 5592.49 examples/s]"
      ]
     },
     {
@@ -2700,7 +2827,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 162825/1000000 [00:26<02:23, 5836.50 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 142033/1000000 [00:23<02:29, 5754.69 examples/s]"
      ]
     },
     {
@@ -2708,7 +2835,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 163509/1000000 [00:26<02:18, 6060.73 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 142657/1000000 [00:23<02:27, 5827.93 examples/s]"
      ]
     },
     {
@@ -2716,7 +2843,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 164174/1000000 [00:26<02:15, 6187.77 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 143247/1000000 [00:23<02:26, 5847.80 examples/s]"
      ]
     },
     {
@@ -2724,7 +2851,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  16%|▉     | 164887/1000000 [00:26<02:11, 6362.19 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 143896/1000000 [00:23<02:23, 5966.78 examples/s]"
      ]
     },
     {
@@ -2732,7 +2859,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  17%|▉     | 165530/1000000 [00:26<02:11, 6365.45 examples/s]"
+      "Map (num_proc=32):  14%|▊     | 144522/1000000 [00:23<02:23, 5950.22 examples/s]"
      ]
     },
     {
@@ -2740,7 +2867,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  17%|▉     | 166215/1000000 [00:26<02:09, 6446.06 examples/s]"
+      "Map (num_proc=32):  15%|▊     | 145290/1000000 [00:24<02:15, 6287.55 examples/s]"
      ]
     },
     {
@@ -2748,7 +2875,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  17%|█     | 166943/1000000 [00:26<02:04, 6676.49 examples/s]"
+      "Map (num_proc=32):  15%|▉     | 146047/1000000 [00:24<02:09, 6604.72 examples/s]"
      ]
     },
     {
@@ -2756,7 +2883,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  17%|█     | 167631/1000000 [00:26<02:04, 6695.51 examples/s]"
+      "Map (num_proc=32):  15%|▉     | 146711/1000000 [00:24<02:15, 6296.49 examples/s]"
      ]
     },
     {
@@ -2764,7 +2891,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  17%|█     | 168313/1000000 [00:27<02:10, 6354.10 examples/s]"
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      ]
     },
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "text": [
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      ]
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      "text": [
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      ]
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      ]
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      "text": [
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      ]
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      ]
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      ]
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      ]
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      "text": [
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      "text": [
       "\r",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      ]
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      ]
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      ]
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      "text": [
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      ]
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      "text": [
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      ]
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      ]
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      "text": [
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      ]
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      ]
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      "text": [
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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     },
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      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  23%|█▎    | 225897/1000000 [00:37<02:09, 5988.35 examples/s]"
      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      ]
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      ]
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      "text": [
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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+      "Map (num_proc=32):  26%|█▌    | 263437/1000000 [00:43<01:52, 6535.65 examples/s]"
      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      ]
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      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      ]
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      ]
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      "text": [
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      ]
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      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      "text": [
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      ]
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      "text": [
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      ]
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      "text": [
       "\r",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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     {
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      ]
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      ]
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      "output_type": "stream",
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      "text": [
       "\r",
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+      "Map (num_proc=32):  38%|██▎   | 377221/1000000 [01:01<01:32, 6725.09 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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     {
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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       "\r",
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      ]
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      "text": [
       "\r",
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      ]
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       "\r",
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      ]
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      "text": [
       "\r",
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      ]
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      ]
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      ]
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      ]
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      ]
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       "\r",
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      ]
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      ]
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      ]
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@@ -5940,7 +6067,7 @@
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
     },
     {
@@ -6068,7 +6195,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  44%|██▋   | 444732/1000000 [01:11<01:46, 5210.29 examples/s]"
+      "Map (num_proc=32):  42%|██▌   | 417059/1000000 [01:08<01:34, 6159.41 examples/s]"
      ]
     },
     {
@@ -6076,7 +6203,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  45%|██▋   | 445417/1000000 [01:11<01:38, 5623.56 examples/s]"
+      "Map (num_proc=32):  42%|██▌   | 417705/1000000 [01:08<01:34, 6182.46 examples/s]"
      ]
     },
     {
@@ -6084,7 +6211,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  45%|██▋   | 446058/1000000 [01:11<01:35, 5803.29 examples/s]"
+      "Map (num_proc=32):  42%|██▌   | 418372/1000000 [01:08<01:32, 6300.94 examples/s]"
      ]
     },
     {
@@ -6092,7 +6219,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  42%|██▌   | 419013/1000000 [01:08<01:34, 6177.34 examples/s]"
      ]
     },
     {
@@ -6100,7 +6227,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  45%|██▋   | 447379/1000000 [01:11<01:31, 6067.52 examples/s]"
+      "Map (num_proc=32):  42%|██▌   | 419646/1000000 [01:08<01:37, 5943.11 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
-      "Map (num_proc=16):  45%|██▋   | 447998/1000000 [01:12<01:32, 5975.18 examples/s]"
+      "Map (num_proc=32):  42%|██▌   | 420406/1000000 [01:08<01:30, 6391.66 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  42%|██▌   | 421136/1000000 [01:08<01:27, 6616.07 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  42%|██▌   | 421836/1000000 [01:08<01:26, 6712.72 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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     {
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      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  42%|██▌   | 423224/1000000 [01:09<01:25, 6715.56 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  42%|██▌   | 423904/1000000 [01:09<01:26, 6624.15 examples/s]"
      ]
     },
     {
@@ -6156,7 +6283,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  42%|██▌   | 424571/1000000 [01:09<01:35, 6048.90 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6172,7 +6299,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  43%|██▌   | 426477/1000000 [01:09<01:33, 6166.81 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  43%|██▌   | 427107/1000000 [01:09<01:35, 5978.99 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  43%|██▌   | 427727/1000000 [01:09<01:34, 6024.99 examples/s]"
      ]
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     {
@@ -6204,7 +6331,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  43%|██▌   | 428383/1000000 [01:09<01:32, 6164.13 examples/s]"
      ]
     },
     {
@@ -6212,7 +6339,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  43%|██▌   | 429005/1000000 [01:10<01:34, 6058.57 examples/s]"
      ]
     },
     {
@@ -6220,7 +6347,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  43%|██▌   | 429695/1000000 [01:10<01:30, 6276.86 examples/s]"
      ]
     },
     {
@@ -6228,7 +6355,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6236,7 +6363,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  43%|██▌   | 430954/1000000 [01:10<01:33, 6057.50 examples/s]"
      ]
     },
     {
@@ -6244,7 +6371,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6260,7 +6387,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  43%|██▌   | 432773/1000000 [01:10<01:37, 5812.79 examples/s]"
      ]
     },
     {
@@ -6268,7 +6395,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6276,7 +6403,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  43%|██▌   | 434035/1000000 [01:10<01:35, 5947.76 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  43%|██▌   | 434644/1000000 [01:10<01:34, 5983.07 examples/s]"
      ]
     },
     {
@@ -6292,7 +6419,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  44%|██▌   | 435348/1000000 [01:11<01:29, 6286.79 examples/s]"
      ]
     },
     {
@@ -6300,7 +6427,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  44%|██▌   | 436016/1000000 [01:11<01:28, 6364.33 examples/s]"
      ]
     },
     {
@@ -6308,7 +6435,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  44%|██▌   | 436655/1000000 [01:11<01:30, 6227.28 examples/s]"
      ]
     },
     {
@@ -6316,7 +6443,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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+      "Map (num_proc=32):  44%|██▌   | 437283/1000000 [01:11<01:35, 5884.07 examples/s]"
      ]
     },
     {
@@ -6324,7 +6451,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6332,7 +6459,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6340,7 +6467,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6364,7 +6491,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6380,7 +6507,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6388,7 +6515,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6396,7 +6523,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6404,7 +6531,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6412,7 +6539,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6420,7 +6547,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6428,7 +6555,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6436,7 +6563,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6444,7 +6571,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6452,7 +6579,7 @@
      "output_type": "stream",
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       "\r",
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      ]
     },
     {
@@ -6460,7 +6587,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6468,7 +6595,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6476,7 +6603,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
     {
@@ -6484,7 +6611,7 @@
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       "\r",
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      ]
     },
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      "text": [
       "\r",
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      ]
     },
     {
@@ -6500,7 +6627,7 @@
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       "\r",
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      ]
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      ]
     },
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      ]
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@@ -6524,7 +6651,7 @@
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      ]
     },
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      ]
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      ]
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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       "\r",
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       "\r",
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       "\r",
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      ]
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+      "Map (num_proc=32):  72%|████▎ | 715784/1000000 [01:57<00:46, 6177.06 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      ]
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      ]
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      ]
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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       "\r",
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      "text": [
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      ]
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      ]
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      ]
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      ]
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
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      "output_type": "stream",
      "text": [
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      ]
     },
     {
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      "output_type": "stream",
      "text": [
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      ]
     },
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      "output_type": "stream",
      "text": [
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      ]
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      ]
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      "output_type": "stream",
      "text": [
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      ]
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      ]
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
     },
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      ]
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      ]
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      ]
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      ]
     },
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      ]
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      ]
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      ]
     },
     {
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      ]
     },
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-      "Filter (num_proc=16):  32%|▋ | 316000/1000000 [00:21<00:34, 19852.12 examples/s]"
+      "Filter (num_proc=32):   0%|      | 1000/1000000 [00:01<19:04, 873.06 examples/s]"
      ]
     },
     {
@@ -13500,7 +13627,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  32%|▋ | 319000/1000000 [00:22<00:39, 17457.23 examples/s]"
+      "Filter (num_proc=32):   0%|     | 4000/1000000 [00:01<04:09, 3998.60 examples/s]"
      ]
     },
     {
@@ -13508,7 +13635,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  32%|▋ | 321000/1000000 [00:22<00:56, 12012.43 examples/s]"
+      "Filter (num_proc=32):   1%|     | 7000/1000000 [00:01<02:18, 7171.33 examples/s]"
      ]
     },
     {
@@ -13516,7 +13643,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  32%|▋ | 324000/1000000 [00:22<00:48, 13801.69 examples/s]"
+      "Filter (num_proc=32):   1%|     | 9000/1000000 [00:01<01:53, 8724.30 examples/s]"
      ]
     },
     {
@@ -13524,7 +13651,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  33%|▋ | 326000/1000000 [00:22<00:53, 12628.09 examples/s]"
+      "Filter (num_proc=32):   1%|   | 14000/1000000 [00:01<01:09, 14100.64 examples/s]"
      ]
     },
     {
@@ -13532,7 +13659,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  33%|▋ | 332000/1000000 [00:22<00:34, 19129.53 examples/s]"
+      "Filter (num_proc=32):   2%|   | 18000/1000000 [00:01<00:54, 18053.60 examples/s]"
      ]
     },
     {
@@ -13540,7 +13667,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  34%|▋ | 335000/1000000 [00:23<00:36, 18210.48 examples/s]"
+      "Filter (num_proc=32):   2%|   | 21000/1000000 [00:01<00:49, 19959.42 examples/s]"
      ]
     },
     {
@@ -13548,7 +13675,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  34%|▋ | 338000/1000000 [00:23<00:48, 13520.58 examples/s]"
+      "Filter (num_proc=32):   2%|   | 25000/1000000 [00:02<00:42, 22786.03 examples/s]"
      ]
     },
     {
@@ -13556,7 +13683,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  34%|▋ | 340000/1000000 [00:23<00:47, 13887.51 examples/s]"
+      "Filter (num_proc=32):   3%|   | 30000/1000000 [00:02<00:38, 25393.08 examples/s]"
      ]
     },
     {
@@ -13564,7 +13691,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  34%|▋ | 342000/1000000 [00:23<00:55, 11874.32 examples/s]"
+      "Filter (num_proc=32):   3%|   | 33000/1000000 [00:02<00:42, 22973.47 examples/s]"
      ]
     },
     {
@@ -13572,7 +13699,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  35%|▋ | 347000/1000000 [00:23<00:36, 17661.72 examples/s]"
+      "Filter (num_proc=32):   4%|   | 36000/1000000 [00:02<00:47, 20422.40 examples/s]"
      ]
     },
     {
@@ -13580,7 +13707,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  35%|▋ | 350000/1000000 [00:24<00:33, 19144.57 examples/s]"
+      "Filter (num_proc=32):   4%|   | 39000/1000000 [00:02<00:57, 16666.15 examples/s]"
      ]
     },
     {
@@ -13588,7 +13715,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  35%|▋ | 353000/1000000 [00:24<00:49, 13001.21 examples/s]"
+      "Filter (num_proc=32):   4%|▏  | 42000/1000000 [00:02<00:53, 18043.98 examples/s]"
      ]
     },
     {
@@ -13596,7 +13723,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  36%|▋ | 355000/1000000 [00:24<00:47, 13498.49 examples/s]"
+      "Filter (num_proc=32):   4%|▏  | 45000/1000000 [00:03<00:49, 19100.60 examples/s]"
      ]
     },
     {
@@ -13604,7 +13731,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  36%|▋ | 357000/1000000 [00:24<00:56, 11397.83 examples/s]"
+      "Filter (num_proc=32):   5%|▏  | 48000/1000000 [00:03<00:44, 21233.44 examples/s]"
      ]
     },
     {
@@ -13612,7 +13739,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  36%|▋ | 361000/1000000 [00:25<00:41, 15370.40 examples/s]"
+      "Filter (num_proc=32):   5%|▏  | 51000/1000000 [00:03<00:46, 20570.59 examples/s]"
      ]
     },
     {
@@ -13620,7 +13747,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  36%|▋ | 365000/1000000 [00:25<00:34, 18492.74 examples/s]"
+      "Filter (num_proc=32):   5%|▏  | 54000/1000000 [00:03<00:47, 20037.91 examples/s]"
      ]
     },
     {
@@ -13628,7 +13755,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  37%|▋ | 368000/1000000 [00:25<00:43, 14689.25 examples/s]"
+      "Filter (num_proc=32):   6%|▏  | 57000/1000000 [00:03<00:49, 19028.85 examples/s]"
      ]
     },
     {
@@ -13636,7 +13763,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  37%|▋ | 370000/1000000 [00:25<00:41, 15352.56 examples/s]"
+      "Filter (num_proc=32):   6%|▏  | 59000/1000000 [00:03<00:55, 16842.21 examples/s]"
      ]
     },
     {
@@ -13644,7 +13771,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  37%|▋ | 372000/1000000 [00:25<00:39, 15972.79 examples/s]"
+      "Filter (num_proc=32):   6%|▏  | 62000/1000000 [00:04<00:49, 18948.23 examples/s]"
      ]
     },
     {
@@ -13652,7 +13779,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  37%|▋ | 374000/1000000 [00:26<00:55, 11190.03 examples/s]"
+      "Filter (num_proc=32):   6%|▏  | 64000/1000000 [00:04<00:53, 17603.42 examples/s]"
      ]
     },
     {
@@ -13660,7 +13787,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  38%|▊ | 379000/1000000 [00:26<00:38, 16014.58 examples/s]"
+      "Filter (num_proc=32):   7%|▏  | 68000/1000000 [00:04<00:43, 21625.44 examples/s]"
      ]
     },
     {
@@ -13668,7 +13795,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  38%|▊ | 382000/1000000 [00:26<00:33, 18376.31 examples/s]"
+      "Filter (num_proc=32):   7%|▏  | 71000/1000000 [00:04<00:45, 20415.32 examples/s]"
      ]
     },
     {
@@ -13676,7 +13803,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  38%|▊ | 385000/1000000 [00:26<00:36, 16736.86 examples/s]"
+      "Filter (num_proc=32):   8%|▏  | 75000/1000000 [00:04<00:39, 23492.12 examples/s]"
      ]
     },
     {
@@ -13684,7 +13811,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  39%|▊ | 387000/1000000 [00:26<00:44, 13712.26 examples/s]"
+      "Filter (num_proc=32):   8%|▏  | 80000/1000000 [00:04<00:33, 27633.78 examples/s]"
      ]
     },
     {
@@ -13692,7 +13819,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  39%|▊ | 389000/1000000 [00:27<00:52, 11695.99 examples/s]"
+      "Filter (num_proc=32):   8%|▏  | 83000/1000000 [00:04<00:40, 22646.42 examples/s]"
      ]
     },
     {
@@ -13700,7 +13827,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  39%|▊ | 392000/1000000 [00:27<00:49, 12355.47 examples/s]"
+      "Filter (num_proc=32):   9%|▎  | 86000/1000000 [00:05<00:38, 23877.35 examples/s]"
      ]
     },
     {
@@ -13708,7 +13835,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  40%|▊ | 397000/1000000 [00:27<00:37, 16289.28 examples/s]"
+      "Filter (num_proc=32):   9%|▎  | 89000/1000000 [00:05<00:39, 22982.56 examples/s]"
      ]
     },
     {
@@ -13716,7 +13843,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  40%|▊ | 401000/1000000 [00:27<00:31, 18923.83 examples/s]"
+      "Filter (num_proc=32):   9%|▎  | 93000/1000000 [00:05<00:41, 21997.26 examples/s]"
      ]
     },
     {
@@ -13724,7 +13851,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  40%|▊ | 404000/1000000 [00:27<00:44, 13363.83 examples/s]"
+      "Filter (num_proc=32):  10%|▎  | 96000/1000000 [00:05<00:50, 17809.61 examples/s]"
      ]
     },
     {
@@ -13732,7 +13859,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  41%|▊ | 406000/1000000 [00:28<00:44, 13413.12 examples/s]"
+      "Filter (num_proc=32):  10%|▎  | 98000/1000000 [00:05<00:50, 17965.02 examples/s]"
      ]
     },
     {
@@ -13740,7 +13867,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  41%|▊ | 408000/1000000 [00:28<00:45, 13140.10 examples/s]"
+      "Filter (num_proc=32):  10%|▏ | 100000/1000000 [00:05<01:03, 14219.68 examples/s]"
      ]
     },
     {
@@ -13748,7 +13875,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  41%|▊ | 410000/1000000 [00:28<00:45, 13086.35 examples/s]"
+      "Filter (num_proc=32):  10%|▏ | 105000/1000000 [00:06<00:43, 20507.20 examples/s]"
      ]
     },
     {
@@ -13756,7 +13883,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  41%|▊ | 413000/1000000 [00:28<00:36, 16016.93 examples/s]"
+      "Filter (num_proc=32):  11%|▏ | 108000/1000000 [00:06<00:44, 19978.36 examples/s]"
      ]
     },
     {
@@ -13764,7 +13891,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  42%|▊ | 418000/1000000 [00:28<00:25, 23010.68 examples/s]"
+      "Filter (num_proc=32):  11%|▏ | 111000/1000000 [00:06<00:47, 18603.77 examples/s]"
      ]
     },
     {
@@ -13772,7 +13899,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  42%|▊ | 421000/1000000 [00:29<00:42, 13565.25 examples/s]"
+      "Filter (num_proc=32):  12%|▏ | 116000/1000000 [00:06<00:37, 23329.07 examples/s]"
      ]
     },
     {
@@ -13780,7 +13907,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  42%|▊ | 424000/1000000 [00:29<00:49, 11700.70 examples/s]"
+      "Filter (num_proc=32):  12%|▏ | 121000/1000000 [00:06<00:31, 27898.97 examples/s]"
      ]
     },
     {
@@ -13788,7 +13915,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  43%|▊ | 430000/1000000 [00:29<00:36, 15813.62 examples/s]"
+      "Filter (num_proc=32):  12%|▎ | 125000/1000000 [00:06<00:30, 29145.40 examples/s]"
      ]
     },
     {
@@ -13796,7 +13923,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  43%|▊ | 434000/1000000 [00:29<00:29, 19226.82 examples/s]"
+      "Filter (num_proc=32):  13%|▎ | 129000/1000000 [00:07<00:38, 22547.40 examples/s]"
      ]
     },
     {
@@ -13804,7 +13931,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  44%|▊ | 437000/1000000 [00:30<00:42, 13283.80 examples/s]"
+      "Filter (num_proc=32):  13%|▎ | 132000/1000000 [00:07<00:38, 22401.87 examples/s]"
      ]
     },
     {
@@ -13812,7 +13939,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  44%|▉ | 440000/1000000 [00:30<00:47, 11730.51 examples/s]"
+      "Filter (num_proc=32):  14%|▎ | 135000/1000000 [00:07<00:50, 17109.42 examples/s]"
      ]
     },
     {
@@ -13820,7 +13947,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  44%|▉ | 444000/1000000 [00:30<00:36, 15272.03 examples/s]"
+      "Filter (num_proc=32):  14%|▎ | 138000/1000000 [00:07<00:51, 16795.16 examples/s]"
      ]
     },
     {
@@ -13828,7 +13955,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  45%|▉ | 448000/1000000 [00:30<00:34, 16080.50 examples/s]"
+      "Filter (num_proc=32):  14%|▎ | 140000/1000000 [00:07<00:52, 16249.70 examples/s]"
      ]
     },
     {
@@ -13836,7 +13963,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  45%|▉ | 452000/1000000 [00:31<00:33, 16374.85 examples/s]"
+      "Filter (num_proc=32):  14%|▎ | 143000/1000000 [00:07<00:48, 17683.50 examples/s]"
      ]
     },
     {
@@ -13844,7 +13971,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  46%|▉ | 455000/1000000 [00:31<00:38, 14327.60 examples/s]"
+      "Filter (num_proc=32):  15%|▎ | 148000/1000000 [00:08<00:37, 22742.33 examples/s]"
      ]
     },
     {
@@ -13852,7 +13979,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  46%|▉ | 457000/1000000 [00:31<00:41, 12964.59 examples/s]"
+      "Filter (num_proc=32):  15%|▎ | 151000/1000000 [00:08<00:47, 17883.90 examples/s]"
      ]
     },
     {
@@ -13860,7 +13987,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  46%|▉ | 459000/1000000 [00:31<00:41, 12909.17 examples/s]"
+      "Filter (num_proc=32):  15%|▎ | 154000/1000000 [00:08<00:46, 18289.59 examples/s]"
      ]
     },
     {
@@ -13868,7 +13995,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  46%|▉ | 464000/1000000 [00:31<00:30, 17859.73 examples/s]"
+      "Filter (num_proc=32):  16%|▎ | 157000/1000000 [00:08<00:42, 19646.74 examples/s]"
      ]
     },
     {
@@ -13876,7 +14003,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  47%|▉ | 467000/1000000 [00:32<00:28, 18816.63 examples/s]"
+      "Filter (num_proc=32):  16%|▎ | 163000/1000000 [00:08<00:31, 26261.97 examples/s]"
      ]
     },
     {
@@ -13884,7 +14011,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  47%|▉ | 470000/1000000 [00:32<00:39, 13553.98 examples/s]"
+      "Filter (num_proc=32):  17%|▎ | 166000/1000000 [00:08<00:34, 24349.51 examples/s]"
      ]
     },
     {
@@ -13892,7 +14019,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  47%|▉ | 472000/1000000 [00:32<00:44, 11770.06 examples/s]"
+      "Filter (num_proc=32):  17%|▎ | 171000/1000000 [00:09<00:29, 28324.77 examples/s]"
      ]
     },
     {
@@ -13900,7 +14027,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  47%|▉ | 474000/1000000 [00:32<00:42, 12329.23 examples/s]"
+      "Filter (num_proc=32):  18%|▎ | 175000/1000000 [00:09<00:36, 22406.24 examples/s]"
      ]
     },
     {
@@ -13908,7 +14035,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  48%|▉ | 480000/1000000 [00:33<00:30, 17176.95 examples/s]"
+      "Filter (num_proc=32):  18%|▎ | 178000/1000000 [00:09<00:45, 17936.97 examples/s]"
      ]
     },
     {
@@ -13916,7 +14043,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  48%|▉ | 484000/1000000 [00:33<00:27, 18918.72 examples/s]"
+      "Filter (num_proc=32):  18%|▎ | 182000/1000000 [00:09<00:40, 20101.70 examples/s]"
      ]
     },
     {
@@ -13924,7 +14051,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  49%|▉ | 487000/1000000 [00:33<00:36, 14043.21 examples/s]"
+      "Filter (num_proc=32):  18%|▎ | 185000/1000000 [00:09<00:42, 19320.31 examples/s]"
      ]
     },
     {
@@ -13932,7 +14059,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  49%|▉ | 489000/1000000 [00:33<00:39, 12967.03 examples/s]"
+      "Filter (num_proc=32):  19%|▍ | 188000/1000000 [00:10<00:40, 20061.97 examples/s]"
      ]
     },
     {
@@ -13940,7 +14067,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  49%|▉ | 491000/1000000 [00:33<00:38, 13261.82 examples/s]"
+      "Filter (num_proc=32):  19%|▍ | 191000/1000000 [00:10<00:37, 21503.97 examples/s]"
      ]
     },
     {
@@ -13948,7 +14075,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  50%|▉ | 496000/1000000 [00:34<00:30, 16659.35 examples/s]"
+      "Filter (num_proc=32):  19%|▍ | 194000/1000000 [00:10<00:50, 16091.85 examples/s]"
      ]
     },
     {
@@ -13956,7 +14083,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  50%|█ | 500000/1000000 [00:34<00:24, 20510.26 examples/s]"
+      "Filter (num_proc=32):  20%|▍ | 196000/1000000 [00:10<00:49, 16226.92 examples/s]"
      ]
     },
     {
@@ -13964,7 +14091,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  50%|█ | 503000/1000000 [00:34<00:35, 13948.52 examples/s]"
+      "Filter (num_proc=32):  20%|▍ | 198000/1000000 [00:10<00:48, 16702.47 examples/s]"
      ]
     },
     {
@@ -13972,7 +14099,7 @@
      "output_type": "stream",
      "text": [
       "\r",
-      "Filter (num_proc=16):  50%|█ | 505000/1000000 [00:34<00:37, 13090.41 examples/s]"
+      "Filter (num_proc=32):  20%|▍ | 203000/1000000 [00:10<00:38, 20931.85 examples/s]"
      ]
     },
     {
@@ -13980,7 +14107,7 @@
      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
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      ]
     },
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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+      "Filter (num_proc=32):  42%|▊ | 422000/1000000 [00:21<00:36, 15803.38 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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+      "Filter (num_proc=32):  43%|▊ | 427000/1000000 [00:21<00:29, 19662.47 examples/s]"
      ]
     },
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
     },
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
      "text": [
       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      ]
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      ]
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      ]
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      "output_type": "stream",
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      ]
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      ]
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      "output_type": "stream",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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       "\r",
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      ]
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      "output_type": "stream",
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      ]
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       "\r",
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
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      ]
     },
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      ]
     },
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      ]
     },
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      "text": [
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+      "Filter (num_proc=32):  97%|█▉| 966250/1000000 [00:48<00:02, 12609.93 examples/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "\r",
-      "Saving the dataset (0/1 shards):   0%|           | 0/109 [00:00<?, ? examples/s]"
+      "Filter (num_proc=32):  97%|█▉| 968250/1000000 [00:48<00:02, 12797.94 examples/s]"
      ]
     },
     {
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      "output_type": "stream",
      "text": [
       "\r",
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-      "Saving the dataset (1/1 shards): 100%|█| 109/109 [00:00<00:00, 10045.24 examples\r\n"
+      "Filter (num_proc=32):  97%|█▉| 970500/1000000 [00:49<00:02, 12011.87 examples/s]"
      ]
-    }
-   ],
-   "source": [
-    "# Lets preload the requried dataset \n",
-    "!cd \"{TRAINER_DIR}\" && \\\n",
-    "    python3 preload_datapath.py \"{NOTEBOOK_DIR}/enwiki-4k-part1.yaml\""
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "9553cca7",
-   "metadata": {
-    "execution": {
-     "iopub.execute_input": "2023-09-29T06:02:22.996549Z",
-     "iopub.status.busy": "2023-09-29T06:02:22.995984Z",
-     "iopub.status.idle": "2023-09-29T06:02:23.220973Z",
-     "shell.execute_reply": "2023-09-29T06:02:23.220218Z"
     },
-    "papermill": {
-     "duration": 0.298962,
-     "end_time": "2023-09-29T06:02:23.222622",
-     "exception": false,
-     "start_time": "2023-09-29T06:02:22.923660",
-     "status": "completed"
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
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+     ]
+    },
+    {
+     "name": "stdout",
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+     "text": [
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+     ]
+    },
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+     ]
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+      "\r",
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+     ]
+    },
+    {
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+      "\r",
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+     ]
+    },
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+     ]
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+      "\r",
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+     ]
+    },
+    {
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+      "\r",
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+     ]
+    },
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+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Map (num_proc=32):  70%|████▏ | 204001/289848 [00:51<00:04, 17603.78 examples/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Map (num_proc=32):  73%|████▍ | 212193/289848 [00:51<00:03, 21408.21 examples/s]"
+     ]
     },
-    "tags": []
-   },
-   "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "/usr/bin/sh: 1: python: not found\r\n"
+      "\r",
+      "Map (num_proc=32):  79%|████▋ | 228577/289848 [00:52<00:02, 29940.15 examples/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Map (num_proc=32):  82%|████▉ | 236769/289848 [00:52<00:01, 31010.22 examples/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Map (num_proc=32):  88%|█████▎| 254019/289848 [00:52<00:01, 35725.13 examples/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
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+     "output_type": "stream",
+     "text": [
+      "\r",
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+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Map (num_proc=32):  97%|█████▊| 281192/289848 [00:54<00:00, 21186.58 examples/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Map (num_proc=32):  98%|█████▉| 284655/289848 [00:54<00:00, 17982.81 examples/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Map (num_proc=32):  99%|█████▉| 287251/289848 [00:55<00:00, 11644.75 examples/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Map (num_proc=32): 100%|██████▉| 288982/289848 [00:56<00:00, 7446.51 examples/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\r",
+      "Map (num_proc=32): 100%|███████| 289848/289848 [00:57<00:00, 5071.10 examples/s]\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Traceback (most recent call last):\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/lightning_trainer.py\", line 278, in <module>\r\n",
+      "    cli_main()\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/lightning_trainer.py\", line 253, in cli_main\r\n",
+      "    LightningCLI(\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/lightning/pytorch/cli.py\", line 353, in __init__\r\n",
+      "    self._run_subcommand(self.subcommand)\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/lightning/pytorch/cli.py\", line 642, in _run_subcommand\r\n",
+      "    fn(**fn_kwargs)\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/trainer.py\", line 529, in fit\r\n",
+      "    call._call_and_handle_interrupt(\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/call.py\", line 41, in _call_and_handle_interrupt\r\n",
+      "    return trainer.strategy.launcher.launch(trainer_fn, *args, trainer=trainer, **kwargs)\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/lightning/pytorch/strategies/launchers/subprocess_script.py\", line 91, in launch\r\n",
+      "    return function(*args, **kwargs)\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/trainer.py\", line 568, in _fit_impl\r\n",
+      "    self._run(model, ckpt_path=ckpt_path)\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/trainer.py\", line 925, in _run\r\n",
+      "    self._data_connector.prepare_data()\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/connectors/data_connector.py\", line 94, in prepare_data\r\n",
+      "    call._call_lightning_datamodule_hook(trainer, \"prepare_data\")\r\n",
+      "  File \"/usr/local/lib/python3.10/dist-packages/lightning/pytorch/trainer/call.py\", line 164, in _call_lightning_datamodule_hook\r\n",
+      "    return fn(*args, **kwargs)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/data.py\", line 549, in prepare_data\r\n",
+      "    prepare_data_static(**self._init_locals)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/src/data.py\", line 464, in prepare_data_static\r\n",
+      "    src_dataset[\"train\"] = src_dataset[\"train\"].select(range(offset_val, offset_val + length_val))\r\n",
+      "TypeError: 'float' object cannot be interpreted as an integer\r\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Waiting for W&B process to finish... \u001b[31m(failed 1).\u001b[0m Press Control-C to abort syncing.\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "\u001b[34m\u001b[1mwandb\u001b[0m: 🚀 View run \u001b[33m[Multi-size] v5-L12-D2048-E0.01 - Enwiki-4k Part 1 (train-ctx=4k, deepspeed_stage_1)\u001b[0m at: \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-5X-Experiments/runs/udijamu6\u001b[0m\r\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: ️⚡ View job at \u001b[34m\u001b[4mhttps://wandb.ai/rwkv-x-dev/RWKV-5X-Experiments/jobs/QXJ0aWZhY3RDb2xsZWN0aW9uOjk0OTk4MDcy/version_details/v3\u001b[0m\r\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Synced 5 W&B file(s), 0 media file(s), 2 artifact file(s) and 0 other file(s)\r\n",
+      "\u001b[34m\u001b[1mwandb\u001b[0m: Find logs at: \u001b[35m\u001b[1m./wandb/run-20230929_064140-udijamu6/logs\u001b[0m\r\n"
      ]
     }
    ],
@@ -15813,7 +16360,7 @@
     "# Start the foundation model training\n",
     "!cd \"{TRAINER_DIR}\" && \\\n",
     "    export WANDB_MODE=\"{WANDB_MODE}\" && \\\n",
-    "    python lightning_trainer.py fit \\\n",
+    "    python3 lightning_trainer.py fit \\\n",
     "        -c \"{NOTEBOOK_DIR}/enwiki-4k-part1.yaml\" \\\n",
     "        --trainer.logger.init_args.name=\"{WANDB_PREFIX} - Enwiki-4k Part 1 (train-ctx=4k, {DEEPSPEED_STRAT})\" \\\n",
     "        --trainer.strategy=\"{DEEPSPEED_STRAT}\" \\\n",
@@ -15827,19 +16374,19 @@
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "57fc24eb",
+   "id": "9dcc8aa0",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-29T06:02:23.372270Z",
-     "iopub.status.busy": "2023-09-29T06:02:23.371974Z",
-     "iopub.status.idle": "2023-09-29T06:02:23.812570Z",
-     "shell.execute_reply": "2023-09-29T06:02:23.811861Z"
+     "iopub.execute_input": "2023-09-29T06:46:53.049378Z",
+     "iopub.status.busy": "2023-09-29T06:46:53.048820Z",
+     "iopub.status.idle": "2023-09-29T06:46:56.789000Z",
+     "shell.execute_reply": "2023-09-29T06:46:56.787968Z"
     },
     "papermill": {
-     "duration": 0.515407,
-     "end_time": "2023-09-29T06:02:23.814292",
+     "duration": 3.854596,
+     "end_time": "2023-09-29T06:46:56.791829",
      "exception": false,
-     "start_time": "2023-09-29T06:02:23.298885",
+     "start_time": "2023-09-29T06:46:52.937233",
      "status": "completed"
     },
     "tags": []
@@ -15849,7 +16396,27 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "/usr/bin/sh: 1: python: not found\r\n"
+      "[2023-09-29 06:46:55,390] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Traceback (most recent call last):\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/export_checkpoint.py\", line 651, in <module>\r\n",
+      "    convert_zero_checkpoint_to_fp32_state_dict(args.checkpoint_dir, output_file, save_dtype=args.dtype)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/export_checkpoint.py\", line 542, in convert_zero_checkpoint_to_fp32_state_dict\r\n",
+      "    state_dict = get_fp32_state_dict_from_zero_checkpoint(checkpoint_dir, tag)\r\n",
+      "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/export_checkpoint.py\", line 516, in get_fp32_state_dict_from_zero_checkpoint\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "    raise ValueError(f\"Unable to find 'latest' file at {latest_path}\")\r\n",
+      "ValueError: Unable to find 'latest' file at ../checkpoint/v5-L12-D2048-E0_01-enwiki-4k-p1/last.ckpt/latest\r\n"
      ]
     },
     {
@@ -15863,26 +16430,26 @@
    "source": [
     "# Lets export the model from the checkpoint\n",
     "!cd \"{TRAINER_DIR}\" && \\\n",
-    "    python export_checkpoint.py \"../checkpoint/{FILENAME_PREFIX}-enwiki-4k-p1/last.ckpt\" \"../model/{FILENAME_PREFIX}-enwiki-4k-p1.pth\" \"bf16\"\n",
+    "    python3 export_checkpoint.py \"../checkpoint/{FILENAME_PREFIX}-enwiki-4k-p1/last.ckpt\" \"../model/{FILENAME_PREFIX}-enwiki-4k-p1.pth\" \"bf16\"\n",
     "!cd \"{TRAINER_DIR}\" && ls -alh \"../model/{FILENAME_PREFIX}-enwiki-4k-p1.pth\""
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "7cfa04c5",
+   "id": "fbac8551",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-09-29T06:02:23.964300Z",
-     "iopub.status.busy": "2023-09-29T06:02:23.963981Z",
-     "iopub.status.idle": "2023-09-29T06:02:27.911591Z",
-     "shell.execute_reply": "2023-09-29T06:02:27.910851Z"
+     "iopub.execute_input": "2023-09-29T06:46:57.029599Z",
+     "iopub.status.busy": "2023-09-29T06:46:57.029240Z",
+     "iopub.status.idle": "2023-09-29T06:47:03.411064Z",
+     "shell.execute_reply": "2023-09-29T06:47:03.409916Z"
     },
     "papermill": {
-     "duration": 4.022282,
-     "end_time": "2023-09-29T06:02:27.913551",
+     "duration": 6.495854,
+     "end_time": "2023-09-29T06:47:03.413417",
      "exception": false,
-     "start_time": "2023-09-29T06:02:23.891269",
+     "start_time": "2023-09-29T06:46:56.917563",
      "status": "completed"
     },
     "tags": []
@@ -15892,14 +16459,20 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[2023-09-29 06:02:26,883] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+      "[2023-09-29 06:47:01,373] [INFO] [real_accelerator.py:133:get_accelerator] Setting ds_accelerator to cuda (auto detect)\r\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n"
      ]
     },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[RWKV.model] Running RWKV model using 'torch-jit' with torch '2.0.1+cu118'\r\n",
       "Traceback (most recent call last):\r\n",
       "  File \"/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/RWKV-v5/dragon_test.py\", line 52, in <module>\r\n",
       "    model = SimpleRWKV(MODEL_PATH, device=DEVICE)\r\n",
@@ -15938,14 +16511,14 @@
   },
   "papermill": {
    "default_parameters": {},
-   "duration": 354.822024,
-   "end_time": "2023-09-29T06:02:28.105571",
+   "duration": 389.827856,
+   "end_time": "2023-09-29T06:47:03.946497",
    "environment_variables": {},
    "exception": null,
    "input_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/notebook/experiment/rwkv-x-exp/multi-size-train/v5-L12-D2048-part1.ipynb",
    "output_path": "/actions-runner/_work/RWKV-infctx-trainer/RWKV-infctx-trainer/output/experiment/rwkv-x-exp/multi-size-train/v5-L12-D2048-part1.ipynb",
    "parameters": {},
-   "start_time": "2023-09-29T05:56:33.283547",
+   "start_time": "2023-09-29T06:40:34.118641",
    "version": "2.4.0"
   }
  },