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Browse files- clean.ipynb +1711 -0
clean.ipynb
ADDED
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"Requirement already satisfied: tqdm in ./.venv/lib/python3.10/site-packages (4.66.1)\n",
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"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m755.5/755.5 MB\u001b[0m \u001b[31m3.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m\n",
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"Successfully installed MarkupSafe-2.1.4 jinja2-3.1.3 mpmath-1.3.0 networkx-3.2.1 nvidia-cublas-cu12-12.1.3.1 nvidia-cuda-cupti-cu12-12.1.105 nvidia-cuda-nvrtc-cu12-12.1.105 nvidia-cuda-runtime-cu12-12.1.105 nvidia-cudnn-cu12-8.9.2.26 nvidia-cufft-cu12-11.0.2.54 nvidia-curand-cu12-10.3.2.106 nvidia-cusolver-cu12-11.4.5.107 nvidia-cusparse-cu12-12.1.0.106 nvidia-nccl-cu12-2.19.3 nvidia-nvjitlink-cu12-12.3.101 nvidia-nvtx-cu12-12.1.105 sympy-1.12 torch-2.2.0 triton-2.2.0\n",
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"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.0.1\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.3.2\u001b[0m\n",
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"\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpip install --upgrade pip\u001b[0m\n",
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"%pip install tqdm transformers pandas pyarrow torch"
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"metadata": {},
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"import glob\n",
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"import torch\n",
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"import os\n",
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"import re\n",
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"import shutil\n",
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"from tqdm import tqdm\n",
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"from transformers import AutoTokenizer, AutoModelForCausalLM\n",
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"import pandas as pd"
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"metadata": {},
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"model_name = \"Dans-DiscountModels/Dans-StructureEvaluator-Small\""
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{
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"ename": "RuntimeError",
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"evalue": "Failed to import transformers.models.mistral.modeling_mistral because of the following error (look up to see its traceback):\nmodule 'torch._subclasses' has no attribute 'functional_tensor'",
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"output_type": "error",
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"traceback": [
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"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
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"File \u001b[0;32m~/ai/llm/datasets/NyxKrage_bambisleep/.venv/lib/python3.10/site-packages/transformers/utils/import_utils.py:1364\u001b[0m, in \u001b[0;36m_LazyModule._get_module\u001b[0;34m(self, module_name)\u001b[0m\n\u001b[1;32m 1363\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1364\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mimportlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimport_module\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43m.\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m+\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mmodule_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;18;43m__name__\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1365\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n",
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"File \u001b[0;32m~/.proto/tools/python/3.10.11/install/lib/python3.10/importlib/__init__.py:126\u001b[0m, in \u001b[0;36mimport_module\u001b[0;34m(name, package)\u001b[0m\n\u001b[1;32m 125\u001b[0m level \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m--> 126\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_bootstrap\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_gcd_import\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m[\u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpackage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m)\u001b[49m\n",
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"File \u001b[0;32m<frozen importlib._bootstrap>:1050\u001b[0m, in \u001b[0;36m_gcd_import\u001b[0;34m(name, package, level)\u001b[0m\n",
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"File \u001b[0;32m<frozen importlib._bootstrap>:1027\u001b[0m, in \u001b[0;36m_find_and_load\u001b[0;34m(name, import_)\u001b[0m\n",
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"File \u001b[0;32m<frozen importlib._bootstrap>:1006\u001b[0m, in \u001b[0;36m_find_and_load_unlocked\u001b[0;34m(name, import_)\u001b[0m\n",
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"File \u001b[0;32m<frozen importlib._bootstrap>:688\u001b[0m, in \u001b[0;36m_load_unlocked\u001b[0;34m(spec)\u001b[0m\n",
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"File \u001b[0;32m<frozen importlib._bootstrap_external>:883\u001b[0m, in \u001b[0;36mexec_module\u001b[0;34m(self, module)\u001b[0m\n",
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"File \u001b[0;32m<frozen importlib._bootstrap>:241\u001b[0m, in \u001b[0;36m_call_with_frames_removed\u001b[0;34m(f, *args, **kwds)\u001b[0m\n",
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"File \u001b[0;32m~/ai/llm/datasets/NyxKrage_bambisleep/.venv/lib/python3.10/site-packages/transformers/models/mistral/modeling_mistral.py:28\u001b[0m\n\u001b[1;32m 27\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mnn\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfunctional\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mF\u001b[39;00m\n\u001b[0;32m---> 28\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcheckpoint\u001b[39;00m\n\u001b[1;32m 29\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m nn\n",
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"File \u001b[0;32m~/ai/llm/datasets/NyxKrage_bambisleep/.venv/lib/python3.10/site-packages/torch/utils/checkpoint.py:1169\u001b[0m\n\u001b[1;32m 1163\u001b[0m \u001b[38;5;66;03m# NOTE: torch.utils.checkpoint internal logic will call these two functions unknown number of times\u001b[39;00m\n\u001b[1;32m 1164\u001b[0m \u001b[38;5;66;03m# (i.e. there could be _CachedTorchDispatchMode calls that doesn't map to a _CachingTorchDispatchMode call),\u001b[39;00m\n\u001b[1;32m 1165\u001b[0m \u001b[38;5;66;03m# so we ignore these ops and just always recompute them.\u001b[39;00m\n\u001b[1;32m 1166\u001b[0m _ignored_ops \u001b[38;5;241m=\u001b[39m {\n\u001b[1;32m 1167\u001b[0m torch\u001b[38;5;241m.\u001b[39mops\u001b[38;5;241m.\u001b[39mprim\u001b[38;5;241m.\u001b[39mdevice\u001b[38;5;241m.\u001b[39mdefault,\n\u001b[1;32m 1168\u001b[0m torch\u001b[38;5;241m.\u001b[39mops\u001b[38;5;241m.\u001b[39maten\u001b[38;5;241m.\u001b[39mdetach\u001b[38;5;241m.\u001b[39mdefault,\n\u001b[0;32m-> 1169\u001b[0m } \u001b[38;5;241m|\u001b[39m \u001b[38;5;28mset\u001b[39m(\u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_subclasses\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfunctional_tensor\u001b[49m\u001b[38;5;241m.\u001b[39mFunctionalTensor\u001b[38;5;241m.\u001b[39mmetadata_fns)\n\u001b[1;32m 1172\u001b[0m \u001b[38;5;28;01mclass\u001b[39;00m \u001b[38;5;21;01m_CachingTorchDispatchMode\u001b[39;00m(TorchDispatchMode):\n",
|
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+
"\u001b[0;31mAttributeError\u001b[0m: module 'torch._subclasses' has no attribute 'functional_tensor'",
|
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+
"\nThe above exception was the direct cause of the following exception:\n",
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"\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)",
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"Cell \u001b[0;32mIn[15], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m model \u001b[38;5;241m=\u001b[39m \u001b[43mAutoModelForCausalLM\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfrom_pretrained\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel_name\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdevice_map\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mcuda\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m tokenizer \u001b[38;5;241m=\u001b[39m AutoTokenizer\u001b[38;5;241m.\u001b[39mfrom_pretrained(model_name)\n",
|
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"File \u001b[0;32m~/ai/llm/datasets/NyxKrage_bambisleep/.venv/lib/python3.10/site-packages/transformers/models/auto/auto_factory.py:565\u001b[0m, in \u001b[0;36m_BaseAutoModelClass.from_pretrained\u001b[0;34m(cls, pretrained_model_name_or_path, *model_args, **kwargs)\u001b[0m\n\u001b[1;32m 561\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m model_class\u001b[38;5;241m.\u001b[39mfrom_pretrained(\n\u001b[1;32m 562\u001b[0m pretrained_model_name_or_path, \u001b[38;5;241m*\u001b[39mmodel_args, config\u001b[38;5;241m=\u001b[39mconfig, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mhub_kwargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 563\u001b[0m )\n\u001b[1;32m 564\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mtype\u001b[39m(config) \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39m_model_mapping\u001b[38;5;241m.\u001b[39mkeys():\n\u001b[0;32m--> 565\u001b[0m model_class \u001b[38;5;241m=\u001b[39m \u001b[43m_get_model_class\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mcls\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_model_mapping\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 566\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m model_class\u001b[38;5;241m.\u001b[39mfrom_pretrained(\n\u001b[1;32m 567\u001b[0m pretrained_model_name_or_path, \u001b[38;5;241m*\u001b[39mmodel_args, config\u001b[38;5;241m=\u001b[39mconfig, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mhub_kwargs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs\n\u001b[1;32m 568\u001b[0m )\n\u001b[1;32m 569\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m 570\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnrecognized configuration class \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mconfig\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m for this kind of AutoModel: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 571\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mModel type should be one of \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m, \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(c\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mfor\u001b[39;00m\u001b[38;5;250m \u001b[39mc\u001b[38;5;250m \u001b[39m\u001b[38;5;129;01min\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28mcls\u001b[39m\u001b[38;5;241m.\u001b[39m_model_mapping\u001b[38;5;241m.\u001b[39mkeys())\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 572\u001b[0m )\n",
|
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"File \u001b[0;32m~/ai/llm/datasets/NyxKrage_bambisleep/.venv/lib/python3.10/site-packages/transformers/models/auto/auto_factory.py:387\u001b[0m, in \u001b[0;36m_get_model_class\u001b[0;34m(config, model_mapping)\u001b[0m\n\u001b[1;32m 386\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_get_model_class\u001b[39m(config, model_mapping):\n\u001b[0;32m--> 387\u001b[0m supported_models \u001b[38;5;241m=\u001b[39m \u001b[43mmodel_mapping\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43mtype\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mconfig\u001b[49m\u001b[43m)\u001b[49m\u001b[43m]\u001b[49m\n\u001b[1;32m 388\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(supported_models, (\u001b[38;5;28mlist\u001b[39m, \u001b[38;5;28mtuple\u001b[39m)):\n\u001b[1;32m 389\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m supported_models\n",
|
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+
"File \u001b[0;32m~/ai/llm/datasets/NyxKrage_bambisleep/.venv/lib/python3.10/site-packages/transformers/models/auto/auto_factory.py:740\u001b[0m, in \u001b[0;36m_LazyAutoMapping.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 738\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m model_type \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_model_mapping:\n\u001b[1;32m 739\u001b[0m model_name \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_model_mapping[model_type]\n\u001b[0;32m--> 740\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_load_attr_from_module\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel_type\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel_name\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 742\u001b[0m \u001b[38;5;66;03m# Maybe there was several model types associated with this config.\u001b[39;00m\n\u001b[1;32m 743\u001b[0m model_types \u001b[38;5;241m=\u001b[39m [k \u001b[38;5;28;01mfor\u001b[39;00m k, v \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_config_mapping\u001b[38;5;241m.\u001b[39mitems() \u001b[38;5;28;01mif\u001b[39;00m v \u001b[38;5;241m==\u001b[39m key\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m]\n",
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"File \u001b[0;32m~/ai/llm/datasets/NyxKrage_bambisleep/.venv/lib/python3.10/site-packages/transformers/models/auto/auto_factory.py:754\u001b[0m, in \u001b[0;36m_LazyAutoMapping._load_attr_from_module\u001b[0;34m(self, model_type, attr)\u001b[0m\n\u001b[1;32m 752\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m module_name \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_modules:\n\u001b[1;32m 753\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_modules[module_name] \u001b[38;5;241m=\u001b[39m importlib\u001b[38;5;241m.\u001b[39mimport_module(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmodule_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtransformers.models\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 754\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mgetattribute_from_module\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_modules\u001b[49m\u001b[43m[\u001b[49m\u001b[43mmodule_name\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mattr\u001b[49m\u001b[43m)\u001b[49m\n",
|
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"File \u001b[0;32m~/ai/llm/datasets/NyxKrage_bambisleep/.venv/lib/python3.10/site-packages/transformers/models/auto/auto_factory.py:698\u001b[0m, in \u001b[0;36mgetattribute_from_module\u001b[0;34m(module, attr)\u001b[0m\n\u001b[1;32m 696\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(attr, \u001b[38;5;28mtuple\u001b[39m):\n\u001b[1;32m 697\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mtuple\u001b[39m(getattribute_from_module(module, a) \u001b[38;5;28;01mfor\u001b[39;00m a \u001b[38;5;129;01min\u001b[39;00m attr)\n\u001b[0;32m--> 698\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28;43mhasattr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mmodule\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mattr\u001b[49m\u001b[43m)\u001b[49m:\n\u001b[1;32m 699\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(module, attr)\n\u001b[1;32m 700\u001b[0m \u001b[38;5;66;03m# Some of the mappings have entries model_type -> object of another model type. In that case we try to grab the\u001b[39;00m\n\u001b[1;32m 701\u001b[0m \u001b[38;5;66;03m# object at the top level.\u001b[39;00m\n",
|
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"File \u001b[0;32m~/ai/llm/datasets/NyxKrage_bambisleep/.venv/lib/python3.10/site-packages/transformers/utils/import_utils.py:1354\u001b[0m, in \u001b[0;36m_LazyModule.__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 1352\u001b[0m value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_module(name)\n\u001b[1;32m 1353\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m name \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_class_to_module\u001b[38;5;241m.\u001b[39mkeys():\n\u001b[0;32m-> 1354\u001b[0m module \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_get_module\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_class_to_module\u001b[49m\u001b[43m[\u001b[49m\u001b[43mname\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1355\u001b[0m value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mgetattr\u001b[39m(module, name)\n\u001b[1;32m 1356\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
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145 |
+
"File \u001b[0;32m~/ai/llm/datasets/NyxKrage_bambisleep/.venv/lib/python3.10/site-packages/transformers/utils/import_utils.py:1366\u001b[0m, in \u001b[0;36m_LazyModule._get_module\u001b[0;34m(self, module_name)\u001b[0m\n\u001b[1;32m 1364\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m importlib\u001b[38;5;241m.\u001b[39mimport_module(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m+\u001b[39m module_name, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m)\n\u001b[1;32m 1365\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m-> 1366\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m 1367\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mFailed to import \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mmodule_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m because of the following error (look up to see its\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1368\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m traceback):\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;132;01m{\u001b[39;00me\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 1369\u001b[0m ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n",
|
146 |
+
"\u001b[0;31mRuntimeError\u001b[0m: Failed to import transformers.models.mistral.modeling_mistral because of the following error (look up to see its traceback):\nmodule 'torch._subclasses' has no attribute 'functional_tensor'"
|
147 |
+
]
|
148 |
+
}
|
149 |
+
],
|
150 |
+
"source": [
|
151 |
+
"model = AutoModelForCausalLM.from_pretrained(model_name, device_map = \"cuda\")\n",
|
152 |
+
"tokenizer = AutoTokenizer.from_pretrained(model_name)"
|
153 |
+
]
|
154 |
+
},
|
155 |
+
{
|
156 |
+
"cell_type": "code",
|
157 |
+
"execution_count": 51,
|
158 |
+
"metadata": {},
|
159 |
+
"outputs": [],
|
160 |
+
"source": [
|
161 |
+
"def calculate_perplexity(text):\n",
|
162 |
+
" input_ids = torch.tensor([tokenizer.encode(text)]).to(\"cuda:0\")\n",
|
163 |
+
"\n",
|
164 |
+
" model.eval()\n",
|
165 |
+
"\n",
|
166 |
+
" with torch.no_grad():\n",
|
167 |
+
" outputs = model(input_ids, labels=input_ids)\n",
|
168 |
+
" loss = outputs[0]\n",
|
169 |
+
"\n",
|
170 |
+
" del outputs\n",
|
171 |
+
" torch.cuda.empty_cache()\n",
|
172 |
+
"\n",
|
173 |
+
" return torch.exp(loss).item()"
|
174 |
+
]
|
175 |
+
},
|
176 |
+
{
|
177 |
+
"cell_type": "code",
|
178 |
+
"execution_count": 57,
|
179 |
+
"metadata": {},
|
180 |
+
"outputs": [],
|
181 |
+
"source": [
|
182 |
+
"def split_data_into_windows(data):\n",
|
183 |
+
" lines = data.splitlines()\n",
|
184 |
+
" windows = []\n",
|
185 |
+
"\n",
|
186 |
+
" for i in range(1, len(lines)):\n",
|
187 |
+
" # Get the previous line and current line\n",
|
188 |
+
" prev_line = lines[i - 1]\n",
|
189 |
+
" curr_line = lines[i]\n",
|
190 |
+
"\n",
|
191 |
+
" # If it's the first line or the last line, don't split it\n",
|
192 |
+
" if i == 1:\n",
|
193 |
+
" mid_index = len(curr_line) // 2\n",
|
194 |
+
" first_half = curr_line[:mid_index]\n",
|
195 |
+
" windows.append((prev_line, first_half))\n",
|
196 |
+
" elif i == len(lines) - 1:\n",
|
197 |
+
" mid_index = len(prev_line) // 2\n",
|
198 |
+
" second_half = prev_line[mid_index:]\n",
|
199 |
+
" windows.append((second_half, curr_line))\n",
|
200 |
+
" else:\n",
|
201 |
+
" # Split the current line into two halves\n",
|
202 |
+
" curr_mid_index = len(curr_line) // 2\n",
|
203 |
+
" prev_mid_index = len(prev_line) // 2\n",
|
204 |
+
" first_half = curr_line[:curr_mid_index]\n",
|
205 |
+
" second_half = prev_line[prev_mid_index:]\n",
|
206 |
+
"\n",
|
207 |
+
" windows.append((second_half, first_half))\n",
|
208 |
+
" return windows"
|
209 |
+
]
|
210 |
+
},
|
211 |
+
{
|
212 |
+
"cell_type": "code",
|
213 |
+
"execution_count": 41,
|
214 |
+
"metadata": {},
|
215 |
+
"outputs": [],
|
216 |
+
"source": [
|
217 |
+
"def join_lines(lines):\n",
|
218 |
+
" with_space = lines[0] + \" \" + lines[1]\n",
|
219 |
+
" without_space = lines[0] + lines[1]\n",
|
220 |
+
" with_space_perplexity = calculate_perplexity(with_space)\n",
|
221 |
+
" without_space_perplexity = calculate_perplexity(without_space)\n",
|
222 |
+
" if with_space_perplexity < without_space_perplexity:\n",
|
223 |
+
" return with_space\n",
|
224 |
+
" else:\n",
|
225 |
+
" return without_space"
|
226 |
+
]
|
227 |
+
},
|
228 |
+
{
|
229 |
+
"cell_type": "code",
|
230 |
+
"execution_count": 42,
|
231 |
+
"metadata": {},
|
232 |
+
"outputs": [],
|
233 |
+
"source": [
|
234 |
+
"def join_windows(windows):\n",
|
235 |
+
" output = \"\"\n",
|
236 |
+
" for window in windows:\n",
|
237 |
+
" output += join_lines(window)\n",
|
238 |
+
" return output"
|
239 |
+
]
|
240 |
+
},
|
241 |
+
{
|
242 |
+
"cell_type": "code",
|
243 |
+
"execution_count": 43,
|
244 |
+
"metadata": {},
|
245 |
+
"outputs": [],
|
246 |
+
"source": [
|
247 |
+
"files = glob.glob(\"orig/*.txt\")"
|
248 |
+
]
|
249 |
+
},
|
250 |
+
{
|
251 |
+
"cell_type": "code",
|
252 |
+
"execution_count": 44,
|
253 |
+
"metadata": {},
|
254 |
+
"outputs": [],
|
255 |
+
"source": [
|
256 |
+
"# remove all non-original files that have an original file associated with them\n",
|
257 |
+
"copy_files = {}\n",
|
258 |
+
"for file in files:\n",
|
259 |
+
" if file in copy_files:\n",
|
260 |
+
" continue\n",
|
261 |
+
" if \" (_ORIGINAL SERIES)\" in file:\n",
|
262 |
+
" original_file = file.replace(\" (_ORIGINAL SERIES)\", \"\")\n",
|
263 |
+
" copy_files[file] = original_file.replace(\"orig/\", \"dedup/\")\n",
|
264 |
+
" elif \" (_UNCHANGED)\" in file:\n",
|
265 |
+
" original_file = file.replace(\" (_UNCHANGED)\", \"\")\n",
|
266 |
+
" copy_files[file] = original_file.replace(\"orig/\", \"dedup/\")\n",
|
267 |
+
" else:\n",
|
268 |
+
" copy_files[file] = file.replace(\"orig/\", \"dedup/\")\n",
|
269 |
+
"\n",
|
270 |
+
"# for all values in copy_files, if the value contains parentheses and the filename without them is already a value in copy_files remove it\n",
|
271 |
+
"to_remove = []\n",
|
272 |
+
"for kv in copy_files.items():\n",
|
273 |
+
" if \"(\" in kv[1]:\n",
|
274 |
+
" original_file = re.sub(r\" \\(.+\\)\", \"\", kv[1])\n",
|
275 |
+
" if original_file in copy_files.values():\n",
|
276 |
+
" to_remove.append(kv[0])\n",
|
277 |
+
"\n",
|
278 |
+
"for file in to_remove:\n",
|
279 |
+
" del copy_files[file]\n",
|
280 |
+
"\n",
|
281 |
+
"for kv in copy_files.items():\n",
|
282 |
+
" if \"+\" in kv[1]:\n",
|
283 |
+
" original_file = re.sub(r\" \\(.+\\)\", \"\", kv[1])\n",
|
284 |
+
" copy_files[kv[0]] = original_file\n",
|
285 |
+
"\n",
|
286 |
+
"to_remove.clear()\n",
|
287 |
+
"for kv in copy_files.items():\n",
|
288 |
+
" if \"(\" in kv[1]:\n",
|
289 |
+
" original_file = re.sub(r\" \\(.+\\)\", \"\", kv[1])\n",
|
290 |
+
" if original_file in copy_files.values():\n",
|
291 |
+
" to_remove.append(kv[0])\n",
|
292 |
+
"\n",
|
293 |
+
"for file in to_remove:\n",
|
294 |
+
" del copy_files[file]\n",
|
295 |
+
"\n",
|
296 |
+
"for kv in copy_files.items():\n",
|
297 |
+
" if \"(Full)\" in kv[1]:\n",
|
298 |
+
" original_file = re.sub(r\" \\(.+\\)\", \"\", kv[1])\n",
|
299 |
+
" if original_file not in copy_files.values():\n",
|
300 |
+
" copy_files[kv[0]] = original_file\n",
|
301 |
+
"\n",
|
302 |
+
"to_remove.clear()\n",
|
303 |
+
"for kv in copy_files.items():\n",
|
304 |
+
" if \"(\" in kv[1]:\n",
|
305 |
+
" to_remove.append(kv[0])\n",
|
306 |
+
"\n",
|
307 |
+
"for file in to_remove:\n",
|
308 |
+
" del copy_files[file]\n",
|
309 |
+
"\n",
|
310 |
+
"# copy files to new directory\n",
|
311 |
+
"shutil.rmtree(\"dedup\", ignore_errors=True)\n",
|
312 |
+
"os.makedirs(\"dedup\", exist_ok=True)\n",
|
313 |
+
"for kv in copy_files.items():\n",
|
314 |
+
" shutil.copy(kv[0], kv[1])\n"
|
315 |
+
]
|
316 |
+
},
|
317 |
+
{
|
318 |
+
"cell_type": "code",
|
319 |
+
"execution_count": 45,
|
320 |
+
"metadata": {},
|
321 |
+
"outputs": [],
|
322 |
+
"source": [
|
323 |
+
"files = glob.glob(\"dedup/*.txt\")"
|
324 |
+
]
|
325 |
+
},
|
326 |
+
{
|
327 |
+
"cell_type": "code",
|
328 |
+
"execution_count": 46,
|
329 |
+
"metadata": {},
|
330 |
+
"outputs": [],
|
331 |
+
"source": [
|
332 |
+
"# remove all empty lines in the dedup files\n",
|
333 |
+
"shutil.rmtree(\"dedup_no_empty\", ignore_errors=True)\n",
|
334 |
+
"os.makedirs(\"dedup_no_empty\", exist_ok=True)\n",
|
335 |
+
"for file in files:\n",
|
336 |
+
" with open(file, \"r\") as f:\n",
|
337 |
+
" data = f.read()\n",
|
338 |
+
" while \"\\n\\n\" in data:\n",
|
339 |
+
" data = data.replace(\"\\n\\n\", \"\\n\")\n",
|
340 |
+
" new_file = file.replace(\"dedup\", \"dedup_no_empty\")\n",
|
341 |
+
" with open(new_file, \"w\") as f:\n",
|
342 |
+
" f.write(data)"
|
343 |
+
]
|
344 |
+
},
|
345 |
+
{
|
346 |
+
"cell_type": "code",
|
347 |
+
"execution_count": 47,
|
348 |
+
"metadata": {},
|
349 |
+
"outputs": [],
|
350 |
+
"source": [
|
351 |
+
"files = glob.glob(\"dedup_no_empty/*.txt\")"
|
352 |
+
]
|
353 |
+
},
|
354 |
+
{
|
355 |
+
"cell_type": "code",
|
356 |
+
"execution_count": 60,
|
357 |
+
"metadata": {},
|
358 |
+
"outputs": [
|
359 |
+
{
|
360 |
+
"name": "stderr",
|
361 |
+
"output_type": "stream",
|
362 |
+
"text": [
|
363 |
+
"100%|██████████| 30/30 [01:56<00:00, 3.88s/it]\n"
|
364 |
+
]
|
365 |
+
}
|
366 |
+
],
|
367 |
+
"source": [
|
368 |
+
"shutil.rmtree(\"joined\", ignore_errors=True)\n",
|
369 |
+
"os.makedirs(\"joined\", exist_ok=True)\n",
|
370 |
+
"for file in tqdm(files):\n",
|
371 |
+
" with open(file, \"r\") as f:\n",
|
372 |
+
" data = f.read()\n",
|
373 |
+
" windows = split_data_into_windows(data)\n",
|
374 |
+
" joined = join_windows(windows)\n",
|
375 |
+
" new_file = file.replace(\"dedup_no_empty\", \"joined\")\n",
|
376 |
+
" # in joined make sure there is a space after every period or comma\n",
|
377 |
+
" joined = joined\n",
|
378 |
+
" \n",
|
379 |
+
" with open(new_file, \"w\") as f:\n",
|
380 |
+
" f.write(joined)"
|
381 |
+
]
|
382 |
+
},
|
383 |
+
{
|
384 |
+
"cell_type": "code",
|
385 |
+
"execution_count": 24,
|
386 |
+
"metadata": {},
|
387 |
+
"outputs": [],
|
388 |
+
"source": [
|
389 |
+
"files = glob.glob(\"joined/*.txt\")"
|
390 |
+
]
|
391 |
+
},
|
392 |
+
{
|
393 |
+
"cell_type": "code",
|
394 |
+
"execution_count": 26,
|
395 |
+
"metadata": {},
|
396 |
+
"outputs": [
|
397 |
+
{
|
398 |
+
"name": "stderr",
|
399 |
+
"output_type": "stream",
|
400 |
+
"text": [
|
401 |
+
"100%|██████████| 30/30 [00:00<00:00, 8242.44it/s]\n"
|
402 |
+
]
|
403 |
+
}
|
404 |
+
],
|
405 |
+
"source": [
|
406 |
+
"shutil.rmtree(\"cleaned\", ignore_errors=True)\n",
|
407 |
+
"os.makedirs(\"cleaned\", exist_ok=True)\n",
|
408 |
+
"for file in tqdm(files):\n",
|
409 |
+
" with open(file, \"r\") as f:\n",
|
410 |
+
" data = f.read()\n",
|
411 |
+
" data = data.replace(\".\", \". \").replace(\",\", \", \").replace(\" \", \" \").replace('\"', \"\")\n",
|
412 |
+
" new_file = file.replace(\"joined\", \"cleaned\")\n",
|
413 |
+
" with open(new_file, \"w\") as f:\n",
|
414 |
+
" f.write(data)"
|
415 |
+
]
|
416 |
+
},
|
417 |
+
{
|
418 |
+
"cell_type": "code",
|
419 |
+
"execution_count": 27,
|
420 |
+
"metadata": {},
|
421 |
+
"outputs": [],
|
422 |
+
"source": [
|
423 |
+
"files = glob.glob(\"cleaned/*.txt\")"
|
424 |
+
]
|
425 |
+
},
|
426 |
+
{
|
427 |
+
"cell_type": "code",
|
428 |
+
"execution_count": 29,
|
429 |
+
"metadata": {},
|
430 |
+
"outputs": [
|
431 |
+
{
|
432 |
+
"name": "stderr",
|
433 |
+
"output_type": "stream",
|
434 |
+
"text": [
|
435 |
+
"100%|██████████| 30/30 [00:00<00:00, 44779.05it/s]\n"
|
436 |
+
]
|
437 |
+
},
|
438 |
+
{
|
439 |
+
"data": {
|
440 |
+
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|
441 |
+
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|
442 |
+
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|
443 |
+
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|
444 |
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|
445 |
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" }\n",
|
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|
447 |
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|
448 |
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|
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|
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|
451 |
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|
452 |
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|
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|
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"</style>\n",
|
455 |
+
"<table border=\"1\" class=\"dataframe\">\n",
|
456 |
+
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|
457 |
+
" <tr style=\"text-align: right;\">\n",
|
458 |
+
" <th></th>\n",
|
459 |
+
" <th>text</th>\n",
|
460 |
+
" </tr>\n",
|
461 |
+
" </thead>\n",
|
462 |
+
" <tbody>\n",
|
463 |
+
" <tr>\n",
|
464 |
+
" <th>0</th>\n",
|
465 |
+
" <td>Just Bambi Sleep. Deeper and deeper. Feeling b...</td>\n",
|
466 |
+
" </tr>\n",
|
467 |
+
" <tr>\n",
|
468 |
+
" <th>1</th>\n",
|
469 |
+
" <td>Every command Bambi has accepted in this sessi...</td>\n",
|
470 |
+
" </tr>\n",
|
471 |
+
" <tr>\n",
|
472 |
+
" <th>2</th>\n",
|
473 |
+
" <td>Feeling wonderfully obedient Bambi. Perfectly ...</td>\n",
|
474 |
+
" </tr>\n",
|
475 |
+
" <tr>\n",
|
476 |
+
" <th>3</th>\n",
|
477 |
+
" <td>That's right. Doing so well. Like a pretty gir...</td>\n",
|
478 |
+
" </tr>\n",
|
479 |
+
" <tr>\n",
|
480 |
+
" <th>4</th>\n",
|
481 |
+
" <td>Bambi is completely susceptible to hypnosis. A...</td>\n",
|
482 |
+
" </tr>\n",
|
483 |
+
" <tr>\n",
|
484 |
+
" <th>5</th>\n",
|
485 |
+
" <td>That's right Bambi. Eyelids fluttering like a ...</td>\n",
|
486 |
+
" </tr>\n",
|
487 |
+
" <tr>\n",
|
488 |
+
" <th>6</th>\n",
|
489 |
+
" <td>That's right Bambi feeling so good. Just drift...</td>\n",
|
490 |
+
" </tr>\n",
|
491 |
+
" <tr>\n",
|
492 |
+
" <th>7</th>\n",
|
493 |
+
" <td>Now as Bambi Sleeps deeper and deeper. Fuzzier...</td>\n",
|
494 |
+
" </tr>\n",
|
495 |
+
" <tr>\n",
|
496 |
+
" <th>8</th>\n",
|
497 |
+
" <td>Bambi Sleep Now. And Bambi suddenly finds hers...</td>\n",
|
498 |
+
" </tr>\n",
|
499 |
+
" <tr>\n",
|
500 |
+
" <th>9</th>\n",
|
501 |
+
" <td>Bambi is a perfect fuckable fashion puppet. A ...</td>\n",
|
502 |
+
" </tr>\n",
|
503 |
+
" <tr>\n",
|
504 |
+
" <th>10</th>\n",
|
505 |
+
" <td>Drifting deeper and deeper Bambi. More and mor...</td>\n",
|
506 |
+
" </tr>\n",
|
507 |
+
" <tr>\n",
|
508 |
+
" <th>11</th>\n",
|
509 |
+
" <td>[Various voices looping conditioning phrases]S...</td>\n",
|
510 |
+
" </tr>\n",
|
511 |
+
" <tr>\n",
|
512 |
+
" <th>12</th>\n",
|
513 |
+
" <td>Bambi Sleep Now. Just Bambi Sleep. Every time ...</td>\n",
|
514 |
+
" </tr>\n",
|
515 |
+
" <tr>\n",
|
516 |
+
" <th>13</th>\n",
|
517 |
+
" <td>Feeling the need to be Primped And Pampered. ...</td>\n",
|
518 |
+
" </tr>\n",
|
519 |
+
" <tr>\n",
|
520 |
+
" <th>14</th>\n",
|
521 |
+
" <td>That's a Good Girl Bambi. Feeling more and mor...</td>\n",
|
522 |
+
" </tr>\n",
|
523 |
+
" <tr>\n",
|
524 |
+
" <th>15</th>\n",
|
525 |
+
" <td>And Bambi is so perfectly trapped in her bimbo...</td>\n",
|
526 |
+
" </tr>\n",
|
527 |
+
" <tr>\n",
|
528 |
+
" <th>16</th>\n",
|
529 |
+
" <td>And Bambi every time you go so deeply into tra...</td>\n",
|
530 |
+
" </tr>\n",
|
531 |
+
" <tr>\n",
|
532 |
+
" <th>17</th>\n",
|
533 |
+
" <td>Bambi Freeze. That's a Good Girl. All thoughts...</td>\n",
|
534 |
+
" </tr>\n",
|
535 |
+
" <tr>\n",
|
536 |
+
" <th>18</th>\n",
|
537 |
+
" <td>Such a Good Girl Bambi. Feeling so much pleasu...</td>\n",
|
538 |
+
" </tr>\n",
|
539 |
+
" <tr>\n",
|
540 |
+
" <th>19</th>\n",
|
541 |
+
" <td>Soon it will be time for you to awaken Bambi. ...</td>\n",
|
542 |
+
" </tr>\n",
|
543 |
+
" <tr>\n",
|
544 |
+
" <th>20</th>\n",
|
545 |
+
" <td>That's right Bambi. Feeling so wonderful. Feel...</td>\n",
|
546 |
+
" </tr>\n",
|
547 |
+
" <tr>\n",
|
548 |
+
" <th>21</th>\n",
|
549 |
+
" <td>Take a deep breath Bambi. Hold it for a moment...</td>\n",
|
550 |
+
" </tr>\n",
|
551 |
+
" <tr>\n",
|
552 |
+
" <th>22</th>\n",
|
553 |
+
" <td>That's a Good Girl Bambi. Feeling more and mor...</td>\n",
|
554 |
+
" </tr>\n",
|
555 |
+
" <tr>\n",
|
556 |
+
" <th>23</th>\n",
|
557 |
+
" <td>Bambi Sleep now. No resistance, must sleep now...</td>\n",
|
558 |
+
" </tr>\n",
|
559 |
+
" <tr>\n",
|
560 |
+
" <th>24</th>\n",
|
561 |
+
" <td>Slipping deeper and deeper now Bambi. Just tak...</td>\n",
|
562 |
+
" </tr>\n",
|
563 |
+
" <tr>\n",
|
564 |
+
" <th>25</th>\n",
|
565 |
+
" <td>Hi sweetie! Welcome to the Sleepy Girl Salon B...</td>\n",
|
566 |
+
" </tr>\n",
|
567 |
+
" <tr>\n",
|
568 |
+
" <th>26</th>\n",
|
569 |
+
" <td>It's time to go so much deeper Bambi. And ther...</td>\n",
|
570 |
+
" </tr>\n",
|
571 |
+
" <tr>\n",
|
572 |
+
" <th>27</th>\n",
|
573 |
+
" <td>That's right. Deeply asleep now Bambi. Complet...</td>\n",
|
574 |
+
" </tr>\n",
|
575 |
+
" <tr>\n",
|
576 |
+
" <th>28</th>\n",
|
577 |
+
" <td>Bambi can feel her perfect heaving titties now...</td>\n",
|
578 |
+
" </tr>\n",
|
579 |
+
" <tr>\n",
|
580 |
+
" <th>29</th>\n",
|
581 |
+
" <td>That's it Bambi. So peaceful. So perfect. So b...</td>\n",
|
582 |
+
" </tr>\n",
|
583 |
+
" </tbody>\n",
|
584 |
+
"</table>\n",
|
585 |
+
"</div>"
|
586 |
+
],
|
587 |
+
"text/plain": [
|
588 |
+
" text\n",
|
589 |
+
"0 Just Bambi Sleep. Deeper and deeper. Feeling b...\n",
|
590 |
+
"1 Every command Bambi has accepted in this sessi...\n",
|
591 |
+
"2 Feeling wonderfully obedient Bambi. Perfectly ...\n",
|
592 |
+
"3 That's right. Doing so well. Like a pretty gir...\n",
|
593 |
+
"4 Bambi is completely susceptible to hypnosis. A...\n",
|
594 |
+
"5 That's right Bambi. Eyelids fluttering like a ...\n",
|
595 |
+
"6 That's right Bambi feeling so good. Just drift...\n",
|
596 |
+
"7 Now as Bambi Sleeps deeper and deeper. Fuzzier...\n",
|
597 |
+
"8 Bambi Sleep Now. And Bambi suddenly finds hers...\n",
|
598 |
+
"9 Bambi is a perfect fuckable fashion puppet. A ...\n",
|
599 |
+
"10 Drifting deeper and deeper Bambi. More and mor...\n",
|
600 |
+
"11 [Various voices looping conditioning phrases]S...\n",
|
601 |
+
"12 Bambi Sleep Now. Just Bambi Sleep. Every time ...\n",
|
602 |
+
"13 Feeling the need to be Primped And Pampered. ...\n",
|
603 |
+
"14 That's a Good Girl Bambi. Feeling more and mor...\n",
|
604 |
+
"15 And Bambi is so perfectly trapped in her bimbo...\n",
|
605 |
+
"16 And Bambi every time you go so deeply into tra...\n",
|
606 |
+
"17 Bambi Freeze. That's a Good Girl. All thoughts...\n",
|
607 |
+
"18 Such a Good Girl Bambi. Feeling so much pleasu...\n",
|
608 |
+
"19 Soon it will be time for you to awaken Bambi. ...\n",
|
609 |
+
"20 That's right Bambi. Feeling so wonderful. Feel...\n",
|
610 |
+
"21 Take a deep breath Bambi. Hold it for a moment...\n",
|
611 |
+
"22 That's a Good Girl Bambi. Feeling more and mor...\n",
|
612 |
+
"23 Bambi Sleep now. No resistance, must sleep now...\n",
|
613 |
+
"24 Slipping deeper and deeper now Bambi. Just tak...\n",
|
614 |
+
"25 Hi sweetie! Welcome to the Sleepy Girl Salon B...\n",
|
615 |
+
"26 It's time to go so much deeper Bambi. And ther...\n",
|
616 |
+
"27 That's right. Deeply asleep now Bambi. Complet...\n",
|
617 |
+
"28 Bambi can feel her perfect heaving titties now...\n",
|
618 |
+
"29 That's it Bambi. So peaceful. So perfect. So b..."
|
619 |
+
]
|
620 |
+
},
|
621 |
+
"execution_count": 29,
|
622 |
+
"metadata": {},
|
623 |
+
"output_type": "execute_result"
|
624 |
+
}
|
625 |
+
],
|
626 |
+
"source": [
|
627 |
+
"# load each file as a row with the text in a column called text\n",
|
628 |
+
"texts = []\n",
|
629 |
+
"full_text = \"\"\n",
|
630 |
+
"for file in tqdm(files):\n",
|
631 |
+
" with open(file, \"r\") as f:\n",
|
632 |
+
" data = f.read()\n",
|
633 |
+
" texts.append(data)\n",
|
634 |
+
" full_text += data + \"\\n\"\n",
|
635 |
+
"\n",
|
636 |
+
"file = \"bambisleep.parquet\"\n",
|
637 |
+
"df = pd.DataFrame({ \"text\": texts }, columns=[\"text\"])\n",
|
638 |
+
"df.to_parquet(file)\n",
|
639 |
+
"df"
|
640 |
+
]
|
641 |
+
},
|
642 |
+
{
|
643 |
+
"cell_type": "code",
|
644 |
+
"execution_count": 30,
|
645 |
+
"metadata": {},
|
646 |
+
"outputs": [
|
647 |
+
{
|
648 |
+
"name": "stderr",
|
649 |
+
"output_type": "stream",
|
650 |
+
"text": [
|
651 |
+
"tokenizer_config.json: 100%|██████████| 1.29k/1.29k [00:00<00:00, 9.67MB/s]\n",
|
652 |
+
"tokenizer.model: 100%|██████████| 500k/500k [00:00<00:00, 5.74MB/s]\n",
|
653 |
+
"tokenizer.json: 100%|██████████| 1.84M/1.84M [00:00<00:00, 4.03MB/s]\n",
|
654 |
+
"special_tokens_map.json: 100%|██████████| 551/551 [00:00<00:00, 4.15MB/s]\n"
|
655 |
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]
|
656 |
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}
|
657 |
+
],
|
658 |
+
"source": [
|
659 |
+
"end_tokenizer = AutoTokenizer.from_pretrained(\"TinyLlama/TinyLlama-1.1B-Chat-v1.0\")"
|
660 |
+
]
|
661 |
+
},
|
662 |
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{
|
663 |
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"cell_type": "code",
|
664 |
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"execution_count": 31,
|
665 |
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"metadata": {},
|
666 |
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"outputs": [
|
667 |
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{
|
668 |
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"name": "stderr",
|
669 |
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"output_type": "stream",
|
670 |
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"text": [
|
671 |
+
"Token indices sequence length is longer than the specified maximum sequence length for this model (77787 > 2048). Running this sequence through the model will result in indexing errors\n"
|
672 |
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]
|
673 |
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},
|
674 |
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{
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675 |
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862 |
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863 |
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864 |
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865 |
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866 |
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867 |
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868 |
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|
869 |
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" '▁that',\n",
|
870 |
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|
871 |
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872 |
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|
873 |
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874 |
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|
875 |
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|
876 |
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|
877 |
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878 |
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879 |
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880 |
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|
881 |
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|
882 |
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" '▁To',\n",
|
883 |
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" '▁obey',\n",
|
884 |
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" '▁and',\n",
|
885 |
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" '▁forget',\n",
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886 |
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|
887 |
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" '▁To',\n",
|
888 |
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" '▁ensure',\n",
|
889 |
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" '▁these',\n",
|
890 |
+
" '▁pleasant',\n",
|
891 |
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" '▁feelings',\n",
|
892 |
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" '▁will',\n",
|
893 |
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" '▁continue',\n",
|
894 |
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|
895 |
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|
896 |
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|
897 |
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|
898 |
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|
899 |
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|
900 |
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" '▁be',\n",
|
901 |
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|
902 |
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|
903 |
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|
904 |
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" '▁Because',\n",
|
905 |
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|
906 |
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" '▁is',\n",
|
907 |
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" '▁an',\n",
|
908 |
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" '▁empty',\n",
|
909 |
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" '▁happy',\n",
|
910 |
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" '▁pu',\n",
|
911 |
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" 'ppet',\n",
|
912 |
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|
913 |
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" '▁A',\n",
|
914 |
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" '▁blank',\n",
|
915 |
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" '▁b',\n",
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916 |
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|
917 |
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|
918 |
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" '▁air',\n",
|
919 |
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" 'head',\n",
|
920 |
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|
921 |
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" '▁Who',\n",
|
922 |
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" '▁lov',\n",
|
923 |
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" 'es',\n",
|
924 |
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" '▁to',\n",
|
925 |
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" '▁relax',\n",
|
926 |
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" '▁and',\n",
|
927 |
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" '▁obey',\n",
|
928 |
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|
929 |
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|
930 |
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" '▁comp',\n",
|
931 |
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|
932 |
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|
933 |
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" '▁b',\n",
|
934 |
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" 'im',\n",
|
935 |
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" 'bo',\n",
|
936 |
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" '▁doll',\n",
|
937 |
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|
938 |
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" '▁are',\n",
|
939 |
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" '▁always',\n",
|
940 |
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" '▁Good',\n",
|
941 |
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|
942 |
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|
943 |
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" '▁Comp',\n",
|
944 |
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" 'li',\n",
|
945 |
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" 'ant',\n",
|
946 |
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" '▁b',\n",
|
947 |
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" 'im',\n",
|
948 |
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" 'bo',\n",
|
949 |
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" '▁doll',\n",
|
950 |
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" 's',\n",
|
951 |
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" '▁like',\n",
|
952 |
+
" '▁B',\n",
|
953 |
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" 'amb',\n",
|
954 |
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" 'i',\n",
|
955 |
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" '.',\n",
|
956 |
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" '▁Fil',\n",
|
957 |
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" 'led',\n",
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958 |
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|
959 |
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" '▁such',\n",
|
960 |
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" '▁a',\n",
|
961 |
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" '▁deep',\n",
|
962 |
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" '▁sense',\n",
|
963 |
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" '▁of',\n",
|
964 |
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" '▁pride',\n",
|
965 |
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|
966 |
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" '▁That',\n",
|
967 |
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" '▁she',\n",
|
968 |
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" \"'\",\n",
|
969 |
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" 's',\n",
|
970 |
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" '▁such',\n",
|
971 |
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" '▁a',\n",
|
972 |
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" '▁perfect',\n",
|
973 |
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|
974 |
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" 'im',\n",
|
975 |
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" 'bo',\n",
|
976 |
+
" '.',\n",
|
977 |
+
" '▁B',\n",
|
978 |
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" 'amb',\n",
|
979 |
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" 'i',\n",
|
980 |
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" '▁lov',\n",
|
981 |
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" 'es',\n",
|
982 |
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" '▁being',\n",
|
983 |
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" '▁a',\n",
|
984 |
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" '▁perfect',\n",
|
985 |
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" '▁b',\n",
|
986 |
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" 'im',\n",
|
987 |
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" 'bo',\n",
|
988 |
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" '.',\n",
|
989 |
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" '▁Because',\n",
|
990 |
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" '▁being',\n",
|
991 |
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" '▁a',\n",
|
992 |
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" '▁b',\n",
|
993 |
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" 'im',\n",
|
994 |
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" 'bo',\n",
|
995 |
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" '▁feels',\n",
|
996 |
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" '▁wonderful',\n",
|
997 |
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" '.',\n",
|
998 |
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" '▁She',\n",
|
999 |
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" \"'\",\n",
|
1000 |
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" 's',\n",
|
1001 |
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" '▁so',\n",
|
1002 |
+
" '▁proud',\n",
|
1003 |
+
" '▁that',\n",
|
1004 |
+
" '▁she',\n",
|
1005 |
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" \"'\",\n",
|
1006 |
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" 's',\n",
|
1007 |
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" '▁a',\n",
|
1008 |
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" '▁b',\n",
|
1009 |
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|
1010 |
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" 'bo',\n",
|
1011 |
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" '.',\n",
|
1012 |
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|
1013 |
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" '▁she',\n",
|
1014 |
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|
1015 |
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" 's',\n",
|
1016 |
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" '▁so',\n",
|
1017 |
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" '▁proud',\n",
|
1018 |
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" '▁when',\n",
|
1019 |
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" '▁she',\n",
|
1020 |
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" '▁ob',\n",
|
1021 |
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" 'e',\n",
|
1022 |
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" 'ys',\n",
|
1023 |
+
" '.',\n",
|
1024 |
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" '▁O',\n",
|
1025 |
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" 'bed',\n",
|
1026 |
+
" 'ience',\n",
|
1027 |
+
" '▁brings',\n",
|
1028 |
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" '▁pride',\n",
|
1029 |
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" '▁and',\n",
|
1030 |
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" '▁content',\n",
|
1031 |
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|
1032 |
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|
1033 |
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" '▁Such',\n",
|
1034 |
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" '▁deep',\n",
|
1035 |
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" '▁pleasure',\n",
|
1036 |
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" '.',\n",
|
1037 |
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" '▁When',\n",
|
1038 |
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|
1039 |
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" '▁B',\n",
|
1040 |
+
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|
1041 |
+
" 'i',\n",
|
1042 |
+
" '▁Does',\n",
|
1043 |
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" '▁As',\n",
|
1044 |
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" '▁She',\n",
|
1045 |
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" \"'\",\n",
|
1046 |
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" 's',\n",
|
1047 |
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" '▁T',\n",
|
1048 |
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" 'old',\n",
|
1049 |
+
" '.',\n",
|
1050 |
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|
1051 |
+
" 'ever',\n",
|
1052 |
+
" '▁she',\n",
|
1053 |
+
" '▁ob',\n",
|
1054 |
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" 'e',\n",
|
1055 |
+
" 'ys',\n",
|
1056 |
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" '▁her',\n",
|
1057 |
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" '▁training',\n",
|
1058 |
+
" '.',\n",
|
1059 |
+
" '▁When',\n",
|
1060 |
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" 'ever',\n",
|
1061 |
+
" '▁she',\n",
|
1062 |
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" '▁is',\n",
|
1063 |
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" '▁called',\n",
|
1064 |
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" '▁a',\n",
|
1065 |
+
" '▁Good',\n",
|
1066 |
+
" '▁Girl',\n",
|
1067 |
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" '.',\n",
|
1068 |
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" '▁She',\n",
|
1069 |
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" '▁feels',\n",
|
1070 |
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" '▁that',\n",
|
1071 |
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" '▁wonderful',\n",
|
1072 |
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" '▁sens',\n",
|
1073 |
+
" 'ation',\n",
|
1074 |
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|
1075 |
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" '▁Of',\n",
|
1076 |
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|
1077 |
+
" '▁b',\n",
|
1078 |
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" 'im',\n",
|
1079 |
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|
1080 |
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1081 |
+
" '.',\n",
|
1082 |
+
" '▁W',\n",
|
1083 |
+
" 'ash',\n",
|
1084 |
+
" 'ing',\n",
|
1085 |
+
" '▁over',\n",
|
1086 |
+
" '▁her',\n",
|
1087 |
+
" '▁existence',\n",
|
1088 |
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" '.',\n",
|
1089 |
+
" '▁F',\n",
|
1090 |
+
" 'illing',\n",
|
1091 |
+
" '▁her',\n",
|
1092 |
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" '▁up',\n",
|
1093 |
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" '▁so',\n",
|
1094 |
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" '▁bl',\n",
|
1095 |
+
" 'iss',\n",
|
1096 |
+
" 'fully',\n",
|
1097 |
+
" '▁Sa',\n",
|
1098 |
+
" 'fe',\n",
|
1099 |
+
" '▁And',\n",
|
1100 |
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" '▁Sec',\n",
|
1101 |
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" 'ure',\n",
|
1102 |
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" '.',\n",
|
1103 |
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" '▁Need',\n",
|
1104 |
+
" 'ing',\n",
|
1105 |
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" '▁it',\n",
|
1106 |
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|
1107 |
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" '▁and',\n",
|
1108 |
+
" '▁more',\n",
|
1109 |
+
" '.',\n",
|
1110 |
+
" '▁O',\n",
|
1111 |
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" 'bed',\n",
|
1112 |
+
" 'ient',\n",
|
1113 |
+
" '▁b',\n",
|
1114 |
+
" 'im',\n",
|
1115 |
+
" 'bo',\n",
|
1116 |
+
" '▁pride',\n",
|
1117 |
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|
1118 |
+
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|
1119 |
+
" '▁good',\n",
|
1120 |
+
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|
1121 |
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" '▁So',\n",
|
1122 |
+
" '▁proud',\n",
|
1123 |
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" '▁to',\n",
|
1124 |
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" '▁be',\n",
|
1125 |
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" '▁a',\n",
|
1126 |
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" '▁perfect',\n",
|
1127 |
+
" '▁sub',\n",
|
1128 |
+
" 'miss',\n",
|
1129 |
+
" 'ive',\n",
|
1130 |
+
" '▁b',\n",
|
1131 |
+
" 'im',\n",
|
1132 |
+
" 'bo',\n",
|
1133 |
+
" '▁doll',\n",
|
1134 |
+
" '▁named',\n",
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1135 |
+
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|
1136 |
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" 'amb',\n",
|
1137 |
+
" 'i',\n",
|
1138 |
+
" '.',\n",
|
1139 |
+
" '▁Accept',\n",
|
1140 |
+
" 'ing',\n",
|
1141 |
+
" '▁automatically',\n",
|
1142 |
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|
1143 |
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" '▁it',\n",
|
1144 |
+
" '▁feels',\n",
|
1145 |
+
" '▁so',\n",
|
1146 |
+
" '▁right',\n",
|
1147 |
+
" '.',\n",
|
1148 |
+
" '▁That',\n",
|
1149 |
+
" \"'\",\n",
|
1150 |
+
" 's',\n",
|
1151 |
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" '▁a',\n",
|
1152 |
+
" '▁Good',\n",
|
1153 |
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" '▁Girl',\n",
|
1154 |
+
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|
1155 |
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" '▁Even',\n",
|
1156 |
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|
1157 |
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" '▁the',\n",
|
1158 |
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" '▁fact',\n",
|
1159 |
+
" '▁that',\n",
|
1160 |
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" '▁her',\n",
|
1161 |
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|
1162 |
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" '▁is',\n",
|
1163 |
+
" '▁B',\n",
|
1164 |
+
" 'amb',\n",
|
1165 |
+
" 'i',\n",
|
1166 |
+
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|
1167 |
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|
1168 |
+
" 'illing',\n",
|
1169 |
+
" '▁her',\n",
|
1170 |
+
" '▁with',\n",
|
1171 |
+
" '▁over',\n",
|
1172 |
+
" 'wh',\n",
|
1173 |
+
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|
1174 |
+
" 'ming',\n",
|
1175 |
+
" '▁pride',\n",
|
1176 |
+
" '▁and',\n",
|
1177 |
+
" '▁satisfaction',\n",
|
1178 |
+
" '.',\n",
|
1179 |
+
" '▁Ple',\n",
|
1180 |
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|
1181 |
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" 'antly',\n",
|
1182 |
+
" '▁und',\n",
|
1183 |
+
" 'ulating',\n",
|
1184 |
+
" '▁waves',\n",
|
1185 |
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" '▁of',\n",
|
1186 |
+
" '▁ob',\n",
|
1187 |
+
" 'ed',\n",
|
1188 |
+
" 'ience',\n",
|
1189 |
+
" '▁and',\n",
|
1190 |
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" '▁pleasure',\n",
|
1191 |
+
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|
1192 |
+
" '▁Because',\n",
|
1193 |
+
" '▁she',\n",
|
1194 |
+
" '▁knows',\n",
|
1195 |
+
" '▁only',\n",
|
1196 |
+
" '▁the',\n",
|
1197 |
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" '▁most',\n",
|
1198 |
+
" '▁hel',\n",
|
1199 |
+
" 'pl',\n",
|
1200 |
+
" 'ess',\n",
|
1201 |
+
" 'ly',\n",
|
1202 |
+
" '▁d',\n",
|
1203 |
+
" 'umb',\n",
|
1204 |
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" '▁and',\n",
|
1205 |
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|
1206 |
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" 'xy',\n",
|
1207 |
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" '▁girls',\n",
|
1208 |
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" '▁could',\n",
|
1209 |
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" '▁have',\n",
|
1210 |
+
" '▁a',\n",
|
1211 |
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" '▁sl',\n",
|
1212 |
+
" 'ut',\n",
|
1213 |
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" 'ty',\n",
|
1214 |
+
" '▁b',\n",
|
1215 |
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" 'im',\n",
|
1216 |
+
" 'bo',\n",
|
1217 |
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" '▁name',\n",
|
1218 |
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" '▁like',\n",
|
1219 |
+
" '▁B',\n",
|
1220 |
+
" 'amb',\n",
|
1221 |
+
" 'i',\n",
|
1222 |
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|
1223 |
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" '▁Every',\n",
|
1224 |
+
" '▁time',\n",
|
1225 |
+
" '▁she',\n",
|
1226 |
+
" '▁he',\n",
|
1227 |
+
" 'ars',\n",
|
1228 |
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" '▁the',\n",
|
1229 |
+
" '▁name',\n",
|
1230 |
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" '▁B',\n",
|
1231 |
+
" 'amb',\n",
|
1232 |
+
" 'i',\n",
|
1233 |
+
" '.',\n",
|
1234 |
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" '▁Every',\n",
|
1235 |
+
" '▁time',\n",
|
1236 |
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" '▁she',\n",
|
1237 |
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" '▁even',\n",
|
1238 |
+
" '▁thinks',\n",
|
1239 |
+
" '▁of',\n",
|
1240 |
+
" '▁her',\n",
|
1241 |
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" '▁name',\n",
|
1242 |
+
" '.',\n",
|
1243 |
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" '▁That',\n",
|
1244 |
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" '▁bl',\n",
|
1245 |
+
" 'iss',\n",
|
1246 |
+
" 'ful',\n",
|
1247 |
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" '▁wave',\n",
|
1248 |
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" '▁of',\n",
|
1249 |
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" '▁deep',\n",
|
1250 |
+
" '▁content',\n",
|
1251 |
+
" 'ment',\n",
|
1252 |
+
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|
1253 |
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" '▁Know',\n",
|
1254 |
+
" 'ing',\n",
|
1255 |
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" '▁that',\n",
|
1256 |
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" '▁her',\n",
|
1257 |
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" '▁name',\n",
|
1258 |
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" '▁is',\n",
|
1259 |
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" '▁B',\n",
|
1260 |
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" 'amb',\n",
|
1261 |
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" 'i',\n",
|
1262 |
+
" '.',\n",
|
1263 |
+
" '▁That',\n",
|
1264 |
+
" '▁wonderful',\n",
|
1265 |
+
" '▁sur',\n",
|
1266 |
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" 'ge',\n",
|
1267 |
+
" '▁of',\n",
|
1268 |
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" '▁b',\n",
|
1269 |
+
" 'im',\n",
|
1270 |
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" 'bo',\n",
|
1271 |
+
" '▁eu',\n",
|
1272 |
+
" 'ph',\n",
|
1273 |
+
" 'oria',\n",
|
1274 |
+
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|
1275 |
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|
1276 |
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|
1277 |
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" '▁is',\n",
|
1278 |
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|
1279 |
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|
1280 |
+
" '▁B',\n",
|
1281 |
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" 'amb',\n",
|
1282 |
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" 'i',\n",
|
1283 |
+
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|
1284 |
+
" '▁M',\n",
|
1285 |
+
" 'akes',\n",
|
1286 |
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|
1287 |
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" '▁feel',\n",
|
1288 |
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" '▁like',\n",
|
1289 |
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" '▁such',\n",
|
1290 |
+
" '▁a',\n",
|
1291 |
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" '▁Good',\n",
|
1292 |
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" '▁Girl',\n",
|
1293 |
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|
1294 |
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|
1295 |
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|
1296 |
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|
1297 |
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|
1298 |
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|
1299 |
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|
1300 |
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|
1301 |
+
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|
1302 |
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|
1303 |
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|
1304 |
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" 'oding',\n",
|
1305 |
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" '▁into',\n",
|
1306 |
+
" '▁a',\n",
|
1307 |
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" '▁happy',\n",
|
1308 |
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" '▁sub',\n",
|
1309 |
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|
1310 |
+
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|
1311 |
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|
1312 |
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|
1313 |
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|
1314 |
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|
1315 |
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|
1316 |
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|
1317 |
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|
1318 |
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|
1319 |
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|
1320 |
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|
1321 |
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|
1322 |
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|
1323 |
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|
1324 |
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|
1325 |
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|
1326 |
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|
1327 |
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|
1328 |
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|
1329 |
+
" '▁to',\n",
|
1330 |
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" '▁remember',\n",
|
1331 |
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" '▁anything',\n",
|
1332 |
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" '▁else',\n",
|
1333 |
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" '▁because',\n",
|
1334 |
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|
1335 |
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" '▁called',\n",
|
1336 |
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|
1337 |
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" 'amb',\n",
|
1338 |
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|
1339 |
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|
1340 |
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|
1341 |
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" '▁bl',\n",
|
1342 |
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" 'iss',\n",
|
1343 |
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" 'ful',\n",
|
1344 |
+
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|
1345 |
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" '▁She',\n",
|
1346 |
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|
1347 |
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|
1348 |
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|
1349 |
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|
1350 |
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|
1351 |
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|
1352 |
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|
1353 |
+
" '▁so',\n",
|
1354 |
+
" '▁much',\n",
|
1355 |
+
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|
1356 |
+
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|
1357 |
+
" 'ure',\n",
|
1358 |
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|
1359 |
+
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|
1360 |
+
" '▁fact',\n",
|
1361 |
+
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|
1362 |
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" '▁it',\n",
|
1363 |
+
" '▁matches',\n",
|
1364 |
+
" '▁her',\n",
|
1365 |
+
" '▁person',\n",
|
1366 |
+
" 'ality',\n",
|
1367 |
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" '.',\n",
|
1368 |
+
" '▁And',\n",
|
1369 |
+
" '▁deeply',\n",
|
1370 |
+
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|
1371 |
+
" '▁in',\n",
|
1372 |
+
" '▁b',\n",
|
1373 |
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|
1374 |
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|
1375 |
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|
1376 |
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|
1377 |
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" '▁So',\n",
|
1378 |
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|
1379 |
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|
1380 |
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" '▁Because',\n",
|
1381 |
+
" '▁she',\n",
|
1382 |
+
" '▁has',\n",
|
1383 |
+
" '▁always',\n",
|
1384 |
+
" '▁been',\n",
|
1385 |
+
" '▁B',\n",
|
1386 |
+
" 'amb',\n",
|
1387 |
+
" 'i',\n",
|
1388 |
+
" '.',\n",
|
1389 |
+
" '▁Even',\n",
|
1390 |
+
" '▁just',\n",
|
1391 |
+
" '▁the',\n",
|
1392 |
+
" '▁word',\n",
|
1393 |
+
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|
1394 |
+
" 'im',\n",
|
1395 |
+
" 'bo',\n",
|
1396 |
+
" '.',\n",
|
1397 |
+
" '▁Every',\n",
|
1398 |
+
" '▁time',\n",
|
1399 |
+
" '▁she',\n",
|
1400 |
+
" '▁he',\n",
|
1401 |
+
" 'ars',\n",
|
1402 |
+
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|
1403 |
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|
1404 |
+
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|
1405 |
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|
1406 |
+
" 'bo',\n",
|
1407 |
+
" '.',\n",
|
1408 |
+
" '▁Rem',\n",
|
1409 |
+
" 'inding',\n",
|
1410 |
+
" '▁her',\n",
|
1411 |
+
" '▁of',\n",
|
1412 |
+
" '▁her',\n",
|
1413 |
+
" '▁place',\n",
|
1414 |
+
" '▁in',\n",
|
1415 |
+
" '▁life',\n",
|
1416 |
+
" '.',\n",
|
1417 |
+
" '▁As',\n",
|
1418 |
+
" '▁a',\n",
|
1419 |
+
" '▁blank',\n",
|
1420 |
+
" '▁b',\n",
|
1421 |
+
" 'im',\n",
|
1422 |
+
" 'bo',\n",
|
1423 |
+
" '▁doll',\n",
|
1424 |
+
" '.',\n",
|
1425 |
+
" '▁So',\n",
|
1426 |
+
" '▁proud',\n",
|
1427 |
+
" '▁to',\n",
|
1428 |
+
" '▁be',\n",
|
1429 |
+
" '▁a',\n",
|
1430 |
+
" '▁perfect',\n",
|
1431 |
+
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|
1432 |
+
" 'im',\n",
|
1433 |
+
" 'bo',\n",
|
1434 |
+
" '.',\n",
|
1435 |
+
" '▁Wonder',\n",
|
1436 |
+
" 'ful',\n",
|
1437 |
+
" '▁waves',\n",
|
1438 |
+
" '▁of',\n",
|
1439 |
+
" '▁pride',\n",
|
1440 |
+
" '▁and',\n",
|
1441 |
+
" '▁accept',\n",
|
1442 |
+
" 'ance',\n",
|
1443 |
+
" '▁cour',\n",
|
1444 |
+
" 'sing',\n",
|
1445 |
+
" '▁through',\n",
|
1446 |
+
" '▁her',\n",
|
1447 |
+
" '.',\n",
|
1448 |
+
" '▁Cr',\n",
|
1449 |
+
" 'ushing',\n",
|
1450 |
+
" '▁do',\n",
|
1451 |
+
" 'se',\n",
|
1452 |
+
" '▁of',\n",
|
1453 |
+
" '▁pleasure',\n",
|
1454 |
+
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|
1455 |
+
" '▁W',\n",
|
1456 |
+
" 'arm',\n",
|
1457 |
+
" '▁and',\n",
|
1458 |
+
" '▁safe',\n",
|
1459 |
+
" '.',\n",
|
1460 |
+
" '▁Fe',\n",
|
1461 |
+
" 'els',\n",
|
1462 |
+
" '▁better',\n",
|
1463 |
+
" '▁and',\n",
|
1464 |
+
" '▁better',\n",
|
1465 |
+
" '.',\n",
|
1466 |
+
" '▁Just',\n",
|
1467 |
+
" '▁a',\n",
|
1468 |
+
" '▁d',\n",
|
1469 |
+
" 'umb',\n",
|
1470 |
+
" '▁se',\n",
|
1471 |
+
" 'xy',\n",
|
1472 |
+
" '▁b',\n",
|
1473 |
+
" 'im',\n",
|
1474 |
+
" 'bo',\n",
|
1475 |
+
" '▁who',\n",
|
1476 |
+
" '▁can',\n",
|
1477 |
+
" '▁only',\n",
|
1478 |
+
" '▁obey',\n",
|
1479 |
+
" '.',\n",
|
1480 |
+
" '▁Everything',\n",
|
1481 |
+
" '▁else',\n",
|
1482 |
+
" '▁er',\n",
|
1483 |
+
" 'ased',\n",
|
1484 |
+
" '▁and',\n",
|
1485 |
+
" '▁forgotten',\n",
|
1486 |
+
" '.',\n",
|
1487 |
+
" '▁Head',\n",
|
1488 |
+
" '▁filled',\n",
|
1489 |
+
" '▁with',\n",
|
1490 |
+
" '▁air',\n",
|
1491 |
+
" '.',\n",
|
1492 |
+
" '▁B',\n",
|
1493 |
+
" 'im',\n",
|
1494 |
+
" 'bo',\n",
|
1495 |
+
" '▁per',\n",
|
1496 |
+
" 'ception',\n",
|
1497 |
+
" 's',\n",
|
1498 |
+
" '▁solid',\n",
|
1499 |
+
" 'ifying',\n",
|
1500 |
+
" '▁and',\n",
|
1501 |
+
" '▁per',\n",
|
1502 |
+
" 'me',\n",
|
1503 |
+
" 'ating',\n",
|
1504 |
+
" '▁her',\n",
|
1505 |
+
" '▁entire',\n",
|
1506 |
+
" '▁being',\n",
|
1507 |
+
" '.',\n",
|
1508 |
+
" '▁Fe',\n",
|
1509 |
+
" 'eling',\n",
|
1510 |
+
" '▁more',\n",
|
1511 |
+
" '▁and',\n",
|
1512 |
+
" '▁more',\n",
|
1513 |
+
" '▁like',\n",
|
1514 |
+
" '▁a',\n",
|
1515 |
+
" '▁Good',\n",
|
1516 |
+
" '▁Girl',\n",
|
1517 |
+
" '▁B',\n",
|
1518 |
+
" 'amb',\n",
|
1519 |
+
" 'i',\n",
|
1520 |
+
" '.',\n",
|
1521 |
+
" '▁Bl',\n",
|
1522 |
+
" 'ank',\n",
|
1523 |
+
" 'er',\n",
|
1524 |
+
" '▁and',\n",
|
1525 |
+
" '▁more',\n",
|
1526 |
+
" '▁gig',\n",
|
1527 |
+
" 'gly',\n",
|
1528 |
+
" '.',\n",
|
1529 |
+
" '▁Bl',\n",
|
1530 |
+
" 'iss',\n",
|
1531 |
+
" 'ing',\n",
|
1532 |
+
" '▁over',\n",
|
1533 |
+
" '▁in',\n",
|
1534 |
+
" '▁pleasure',\n",
|
1535 |
+
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|
1536 |
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|
1537 |
+
" 'amb',\n",
|
1538 |
+
" 'i',\n",
|
1539 |
+
" '▁is',\n",
|
1540 |
+
" '▁better',\n",
|
1541 |
+
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|
1542 |
+
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|
1543 |
+
" 'im',\n",
|
1544 |
+
" 'bo',\n",
|
1545 |
+
" '▁is',\n",
|
1546 |
+
" '▁better',\n",
|
1547 |
+
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|
1548 |
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|
1549 |
+
" 'amb',\n",
|
1550 |
+
" 'i',\n",
|
1551 |
+
" '▁lov',\n",
|
1552 |
+
" 'es',\n",
|
1553 |
+
" '▁feeling',\n",
|
1554 |
+
" '▁this',\n",
|
1555 |
+
" '▁way',\n",
|
1556 |
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|
1557 |
+
" '▁B',\n",
|
1558 |
+
" 'amb',\n",
|
1559 |
+
" 'i',\n",
|
1560 |
+
" '▁S',\n",
|
1561 |
+
" 'leep',\n",
|
1562 |
+
" '.',\n",
|
1563 |
+
" '▁Mind',\n",
|
1564 |
+
" '▁shut',\n",
|
1565 |
+
" 'ting',\n",
|
1566 |
+
" '▁down',\n",
|
1567 |
+
" '▁more',\n",
|
1568 |
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" '▁and',\n",
|
1569 |
+
" '▁more',\n",
|
1570 |
+
" '.',\n",
|
1571 |
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" '▁So',\n",
|
1572 |
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" '▁proud',\n",
|
1573 |
+
" '▁that',\n",
|
1574 |
+
" '▁she',\n",
|
1575 |
+
" \"'\",\n",
|
1576 |
+
" 's',\n",
|
1577 |
+
" '▁not',\n",
|
1578 |
+
" '▁very',\n",
|
1579 |
+
" '▁smart',\n",
|
1580 |
+
" '.',\n",
|
1581 |
+
" '▁Because',\n",
|
1582 |
+
" '▁d',\n",
|
1583 |
+
" 'umb',\n",
|
1584 |
+
" '▁b',\n",
|
1585 |
+
" 'im',\n",
|
1586 |
+
" 'bo',\n",
|
1587 |
+
" '▁air',\n",
|
1588 |
+
" 'head',\n",
|
1589 |
+
" 's',\n",
|
1590 |
+
" '▁are',\n",
|
1591 |
+
" '▁unable',\n",
|
1592 |
+
" '▁to',\n",
|
1593 |
+
" '▁think',\n",
|
1594 |
+
" '.',\n",
|
1595 |
+
" '▁B',\n",
|
1596 |
+
" 'imb',\n",
|
1597 |
+
" 'os',\n",
|
1598 |
+
" '▁like',\n",
|
1599 |
+
" '▁B',\n",
|
1600 |
+
" 'amb',\n",
|
1601 |
+
" 'i',\n",
|
1602 |
+
" '▁accept',\n",
|
1603 |
+
" '▁and',\n",
|
1604 |
+
" '▁feel',\n",
|
1605 |
+
" '▁happy',\n",
|
1606 |
+
" '.',\n",
|
1607 |
+
" '▁Ut',\n",
|
1608 |
+
" 'ter',\n",
|
1609 |
+
" 'ly',\n",
|
1610 |
+
" '▁content',\n",
|
1611 |
+
" '▁as',\n",
|
1612 |
+
" '▁they',\n",
|
1613 |
+
" '▁relax',\n",
|
1614 |
+
" '▁and',\n",
|
1615 |
+
" '▁obey',\n",
|
1616 |
+
" '.',\n",
|
1617 |
+
" '▁M',\n",
|
1618 |
+
" 'inds',\n",
|
1619 |
+
" '▁open',\n",
|
1620 |
+
" '.',\n",
|
1621 |
+
" '▁Bra',\n",
|
1622 |
+
" 'ins',\n",
|
1623 |
+
" '▁mel',\n",
|
1624 |
+
" 'ting',\n",
|
1625 |
+
" '▁away',\n",
|
1626 |
+
" '▁p',\n",
|
1627 |
+
" 'ink',\n",
|
1628 |
+
" '▁empty',\n",
|
1629 |
+
" '▁and',\n",
|
1630 |
+
" '▁d',\n",
|
1631 |
+
" 'iz',\n",
|
1632 |
+
" 'zy',\n",
|
1633 |
+
" '.',\n",
|
1634 |
+
" '▁Everything',\n",
|
1635 |
+
" '▁sli',\n",
|
1636 |
+
" 'pping',\n",
|
1637 |
+
" '▁deeply',\n",
|
1638 |
+
" '▁and',\n",
|
1639 |
+
" '▁directly',\n",
|
1640 |
+
" '▁into',\n",
|
1641 |
+
" '▁their',\n",
|
1642 |
+
" '▁inn',\n",
|
1643 |
+
" 'erm',\n",
|
1644 |
+
" 'ost',\n",
|
1645 |
+
" '▁sub',\n",
|
1646 |
+
" 'cons',\n",
|
1647 |
+
" 'cious',\n",
|
1648 |
+
" '▁cores',\n",
|
1649 |
+
" '.',\n",
|
1650 |
+
" '▁All',\n",
|
1651 |
+
" '▁condition',\n",
|
1652 |
+
" 'ing',\n",
|
1653 |
+
" '▁lock',\n",
|
1654 |
+
" 'ing',\n",
|
1655 |
+
" '▁in',\n",
|
1656 |
+
" '▁at',\n",
|
1657 |
+
" '▁the',\n",
|
1658 |
+
" '▁deep',\n",
|
1659 |
+
" 'est',\n",
|
1660 |
+
" '▁level',\n",
|
1661 |
+
" '.',\n",
|
1662 |
+
" '▁B',\n",
|
1663 |
+
" 'amb',\n",
|
1664 |
+
" 'i',\n",
|
1665 |
+
" '▁Free',\n",
|
1666 |
+
" 'ze',\n",
|
1667 |
+
" '.',\n",
|
1668 |
+
" '▁Over',\n",
|
1669 |
+
" 'power',\n",
|
1670 |
+
" 'ing',\n",
|
1671 |
+
" '▁b',\n",
|
1672 |
+
" 'im',\n",
|
1673 |
+
" 'bo',\n",
|
1674 |
+
" '▁pride',\n",
|
1675 |
+
" '.',\n",
|
1676 |
+
" '▁Lock',\n",
|
1677 |
+
" ...]"
|
1678 |
+
]
|
1679 |
+
},
|
1680 |
+
"execution_count": 31,
|
1681 |
+
"metadata": {},
|
1682 |
+
"output_type": "execute_result"
|
1683 |
+
}
|
1684 |
+
],
|
1685 |
+
"source": [
|
1686 |
+
"len(end_tokenizer.tokenize(full_text))"
|
1687 |
+
]
|
1688 |
+
}
|
1689 |
+
],
|
1690 |
+
"metadata": {
|
1691 |
+
"kernelspec": {
|
1692 |
+
"display_name": ".venv",
|
1693 |
+
"language": "python",
|
1694 |
+
"name": "python3"
|
1695 |
+
},
|
1696 |
+
"language_info": {
|
1697 |
+
"codemirror_mode": {
|
1698 |
+
"name": "ipython",
|
1699 |
+
"version": 3
|
1700 |
+
},
|
1701 |
+
"file_extension": ".py",
|
1702 |
+
"mimetype": "text/x-python",
|
1703 |
+
"name": "python",
|
1704 |
+
"nbconvert_exporter": "python",
|
1705 |
+
"pygments_lexer": "ipython3",
|
1706 |
+
"version": "3.10.11"
|
1707 |
+
}
|
1708 |
+
},
|
1709 |
+
"nbformat": 4,
|
1710 |
+
"nbformat_minor": 2
|
1711 |
+
}
|