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replit_transformers.ipynb
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"Collecting transformers\n",
" Downloading transformers-4.35.0-py3-none-any.whl (7.9 MB)\n",
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"Collecting tokenizers<0.15,>=0.14 (from transformers)\n",
" Downloading tokenizers-0.14.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (3.8 MB)\n",
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" Downloading huggingface_hub-0.17.3-py3-none-any.whl (295 kB)\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2023.7.22)\n",
"Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=1.10.0->accelerate) (2.1.3)\n",
"Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.10.0->accelerate) (1.3.0)\n",
"Installing collected packages: safetensors, einops, huggingface-hub, tokenizers, accelerate, transformers\n",
"Successfully installed accelerate-0.24.1 einops-0.7.0 huggingface-hub-0.17.3 safetensors-0.4.0 tokenizers-0.14.1 transformers-4.35.0\n"
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"/root/.cache/huggingface/modules/transformers_modules/replit/replit-code-v1_5-3b/b85a5dd28ef6053ad095bf5113dd740a86a67597/configuration_mpt.py:97: UserWarning: alibi is turned on, setting `learned_pos_emb` to `False.`\n",
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{
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"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-2-28a9c5185016>\u001b[0m in \u001b[0;36m<cell line: 8>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 7\u001b[0m )\n\u001b[1;32m 8\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0minit_empty_weights\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 9\u001b[0;31m model = AutoModelForCausalLM.from_config(\n\u001b[0m\u001b[1;32m 10\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrust_remote_code\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcode_revision\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"b85a5dd28ef6053ad095bf5113dd740a86a67597\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 11\u001b[0m )\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/models/auto/auto_factory.py\u001b[0m in \u001b[0;36mfrom_config\u001b[0;34m(cls, config, **kwargs)\u001b[0m\n\u001b[1;32m 430\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 431\u001b[0m \u001b[0mrepo_id\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mname_or_path\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 432\u001b[0;31m \u001b[0mmodel_class\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_class_from_dynamic_module\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclass_ref\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrepo_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 433\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_name_or_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 434\u001b[0m \u001b[0mmodel_class\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mregister_for_auto_class\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcls\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/dynamic_module_utils.py\u001b[0m in \u001b[0;36mget_class_from_dynamic_module\u001b[0;34m(class_reference, pretrained_model_name_or_path, cache_dir, force_download, resume_download, proxies, token, revision, local_files_only, repo_type, code_revision, **kwargs)\u001b[0m\n\u001b[1;32m 497\u001b[0m \u001b[0mrepo_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrepo_type\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 498\u001b[0m )\n\u001b[0;32m--> 499\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mget_class_in_module\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mclass_name\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfinal_module\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\".py\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 500\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 501\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/local/lib/python3.10/dist-packages/transformers/dynamic_module_utils.py\u001b[0m in \u001b[0;36mget_class_in_module\u001b[0;34m(class_name, module_path)\u001b[0m\n\u001b[1;32m 197\u001b[0m \"\"\"\n\u001b[1;32m 198\u001b[0m \u001b[0mmodule_path\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodule_path\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msep\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\".\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 199\u001b[0;31m \u001b[0mmodule\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mimportlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimport_module\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 200\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodule\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclass_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 201\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/lib/python3.10/importlib/__init__.py\u001b[0m in \u001b[0;36mimport_module\u001b[0;34m(name, package)\u001b[0m\n\u001b[1;32m 124\u001b[0m \u001b[0;32mbreak\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 125\u001b[0m \u001b[0mlevel\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 126\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_bootstrap\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_gcd_import\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mlevel\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpackage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlevel\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 127\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/usr/lib/python3.10/importlib/_bootstrap.py\u001b[0m in \u001b[0;36m_gcd_import\u001b[0;34m(name, package, level)\u001b[0m\n",
"\u001b[0;32m/usr/lib/python3.10/importlib/_bootstrap.py\u001b[0m in \u001b[0;36m_find_and_load\u001b[0;34m(name, import_)\u001b[0m\n",
"\u001b[0;32m/usr/lib/python3.10/importlib/_bootstrap.py\u001b[0m in \u001b[0;36m_find_and_load_unlocked\u001b[0;34m(name, import_)\u001b[0m\n",
"\u001b[0;32m/usr/lib/python3.10/importlib/_bootstrap.py\u001b[0m in \u001b[0;36m_load_unlocked\u001b[0;34m(spec)\u001b[0m\n",
"\u001b[0;32m/usr/lib/python3.10/importlib/_bootstrap_external.py\u001b[0m in \u001b[0;36mexec_module\u001b[0;34m(self, module)\u001b[0m\n",
"\u001b[0;32m/usr/lib/python3.10/importlib/_bootstrap.py\u001b[0m in \u001b[0;36m_call_with_frames_removed\u001b[0;34m(f, *args, **kwds)\u001b[0m\n",
"\u001b[0;32m~/.cache/huggingface/modules/transformers_modules/replit/replit-code-v1_5-3b/b85a5dd28ef6053ad095bf5113dd740a86a67597/modeling_mpt.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0mconfiguration_mpt\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mMPTConfig\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0madapt_tokenizer\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mAutoTokenizerForMOD\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0madapt_tokenizer_for_denoising\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0mhf_prefixlm_converter\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0madd_bidirectional_mask_if_missing\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconvert_hf_causal_lm_to_prefix_lm\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 24\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0mmeta_init_context\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0minit_empty_weights\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 25\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;34m.\u001b[0m\u001b[0mparam_init_fns\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mgeneric_param_init_fn_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mMODEL_INIT_REGISTRY\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.cache/huggingface/modules/transformers_modules/replit/replit-code-v1_5-3b/b85a5dd28ef6053ad095bf5113dd740a86a67597/hf_prefixlm_converter.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mtransformers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbloom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodeling_bloom\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mBaseModelOutputWithPastAndCrossAttentions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mBloomForCausalLM\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mBloomModel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mCausalLMOutputWithCrossAttentions\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mCrossEntropyLoss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mtransformers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbloom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodeling_bloom\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0m_expand_mask\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0m_expand_mask_bloom\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 16\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mtransformers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbloom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodeling_bloom\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0m_make_causal_mask\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0m_make_causal_mask_bloom\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mtransformers\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbloom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodeling_bloom\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mlogging\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mImportError\u001b[0m: cannot import name '_expand_mask' from 'transformers.models.bloom.modeling_bloom' (/usr/local/lib/python3.10/dist-packages/transformers/models/bloom/modeling_bloom.py)",
"",
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0;32m\nNOTE: If your import is failing due to a missing package, you can\nmanually install dependencies using either !pip or !apt.\n\nTo view examples of installing some common dependencies, click the\n\"Open Examples\" button below.\n\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n"
],
"errorDetails": {
"actions": [
{
"action": "open_url",
"actionText": "Open Examples",
"url": "/notebooks/snippets/importing_libraries.ipynb"
}
]
}
}
],
"source": [
"from accelerate import init_empty_weights\n",
"from transformers import AutoModelForCausalLM, AutoConfig\n",
"\n",
"model_id = \"replit/replit-code-v1_5-3b\"\n",
"config = AutoConfig.from_pretrained(\n",
" model_id, trust_remote_code=True, revision=\"b85a5dd28ef6053ad095bf5113dd740a86a67597\"\n",
")\n",
"with init_empty_weights():\n",
" model = AutoModelForCausalLM.from_config(\n",
" config, trust_remote_code=True, code_revision=\"b85a5dd28ef6053ad095bf5113dd740a86a67597\"\n",
" )"
]
}
]
}
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