text stringlengths 7 318k | id stringlengths 14 166 | metadata dict | __index_level_0__ int64 0 439 |
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# coding=utf-8
# Copyright 2023 IBM and HuggingFace Inc. team. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unle... | transformers/src/transformers/models/patchtsmixer/configuration_patchtsmixer.py/0 | {
"file_path": "transformers/src/transformers/models/patchtsmixer/configuration_patchtsmixer.py",
"repo_id": "transformers",
"token_count": 4710
} | 326 |
# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/src/transformers/models/perceiver/__init__.py/0 | {
"file_path": "transformers/src/transformers/models/perceiver/__init__.py",
"repo_id": "transformers",
"token_count": 1222
} | 327 |
# coding=utf-8
# Copyright (c) 2020, VinAI Research and the HuggingFace Inc. team.
# Copyright 2018 The Open AI Team Authors and The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of th... | transformers/src/transformers/models/phobert/tokenization_phobert.py/0 | {
"file_path": "transformers/src/transformers/models/phobert/tokenization_phobert.py",
"repo_id": "transformers",
"token_count": 6273
} | 328 |
# coding=utf-8
# Copyright 2023 Authors: Wenhai Wang, Enze Xie, Xiang Li, Deng-Ping Fan,
# Kaitao Song, Ding Liang, Tong Lu, Ping Luo, Ling Shao and The HuggingFace Inc. team.
# All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with... | transformers/src/transformers/models/pvt/convert_pvt_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/pvt/convert_pvt_to_pytorch.py",
"repo_id": "transformers",
"token_count": 4511
} | 329 |
# coding=utf-8
# Copyright 2020, The RAG Authors and The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/src/transformers/models/rag/tokenization_rag.py/0 | {
"file_path": "transformers/src/transformers/models/rag/tokenization_rag.py",
"repo_id": "transformers",
"token_count": 1854
} | 330 |
# coding=utf-8
# Copyright 2022 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/models/regnet/convert_regnet_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/regnet/convert_regnet_to_pytorch.py",
"repo_id": "transformers",
"token_count": 8486
} | 331 |
# coding=utf-8
# Copyright 2022 Microsoft Research, Inc. and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/lice... | transformers/src/transformers/models/resnet/modeling_tf_resnet.py/0 | {
"file_path": "transformers/src/transformers/models/resnet/modeling_tf_resnet.py",
"repo_id": "transformers",
"token_count": 10058
} | 332 |
# Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/src/transformers/models/sam/__init__.py/0 | {
"file_path": "transformers/src/transformers/models/sam/__init__.py",
"repo_id": "transformers",
"token_count": 1152
} | 333 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/src/transformers/models/speech_to_text/configuration_speech_to_text.py/0 | {
"file_path": "transformers/src/transformers/models/speech_to_text/configuration_speech_to_text.py",
"repo_id": "transformers",
"token_count": 3953
} | 334 |
# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/src/transformers/models/speecht5/feature_extraction_speecht5.py/0 | {
"file_path": "transformers/src/transformers/models/speecht5/feature_extraction_speecht5.py",
"repo_id": "transformers",
"token_count": 7605
} | 335 |
# coding=utf-8
# Copyright 2023 MBZUAI and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#... | transformers/src/transformers/models/swiftformer/configuration_swiftformer.py/0 | {
"file_path": "transformers/src/transformers/models/swiftformer/configuration_swiftformer.py",
"repo_id": "transformers",
"token_count": 2037
} | 336 |
# coding=utf-8
# Copyright 2022 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/models/swinv2/convert_swinv2_timm_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/swinv2/convert_swinv2_timm_to_pytorch.py",
"repo_id": "transformers",
"token_count": 3494
} | 337 |
# coding=utf-8
# Copyright 2018 T5 Authors and HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by... | transformers/src/transformers/models/t5/tokenization_t5.py/0 | {
"file_path": "transformers/src/transformers/models/t5/tokenization_t5.py",
"repo_id": "transformers",
"token_count": 8895
} | 338 |
# coding=utf-8
# Copyright 2023 MURGe-Lab and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.... | transformers/src/transformers/models/tvlt/modeling_tvlt.py/0 | {
"file_path": "transformers/src/transformers/models/tvlt/modeling_tvlt.py",
"repo_id": "transformers",
"token_count": 24404
} | 339 |
# coding=utf-8
# Copyright 2022 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/models/videomae/convert_videomae_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/videomae/convert_videomae_to_pytorch.py",
"repo_id": "transformers",
"token_count": 6110
} | 340 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.a... | transformers/src/transformers/models/vision_encoder_decoder/configuration_vision_encoder_decoder.py/0 | {
"file_path": "transformers/src/transformers/models/vision_encoder_decoder/configuration_vision_encoder_decoder.py",
"repo_id": "transformers",
"token_count": 3122
} | 341 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/models/vit/convert_dino_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/vit/convert_dino_to_pytorch.py",
"repo_id": "transformers",
"token_count": 3685
} | 342 |
# coding=utf-8
# Copyright 2022 Facebook AI and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-... | transformers/src/transformers/models/vit_mae/modeling_vit_mae.py/0 | {
"file_path": "transformers/src/transformers/models/vit_mae/modeling_vit_mae.py",
"repo_id": "transformers",
"token_count": 17941
} | 343 |
# coding=utf-8
# Copyright 2023 The Kakao Enterprise Authors and the HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/... | transformers/src/transformers/models/vits/modeling_vits.py/0 | {
"file_path": "transformers/src/transformers/models/vits/modeling_vits.py",
"repo_id": "transformers",
"token_count": 28934
} | 344 |
# coding=utf-8
# Copyright 2021 The Facebook Inc. and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | transformers/src/transformers/models/wav2vec2/tokenization_wav2vec2.py/0 | {
"file_path": "transformers/src/transformers/models/wav2vec2/tokenization_wav2vec2.py",
"repo_id": "transformers",
"token_count": 16882
} | 345 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/models/wavlm/convert_wavlm_original_pytorch_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/wavlm/convert_wavlm_original_pytorch_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 3804
} | 346 |
# coding=utf-8
# Copyright 2022 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/src/transformers/models/x_clip/configuration_x_clip.py/0 | {
"file_path": "transformers/src/transformers/models/x_clip/configuration_x_clip.py",
"repo_id": "transformers",
"token_count": 8112
} | 347 |
# Copyright 2023 The HuggingFace Team. All rights reserved.
import datetime
import platform
import subprocess
from typing import Optional, Tuple, Union
import numpy as np
def ffmpeg_read(bpayload: bytes, sampling_rate: int) -> np.array:
"""
Helper function to read an audio file through ffmpeg.
"""
ar... | transformers/src/transformers/pipelines/audio_utils.py/0 | {
"file_path": "transformers/src/transformers/pipelines/audio_utils.py",
"repo_id": "transformers",
"token_count": 3857
} | 348 |
import collections
import types
import numpy as np
from ..utils import (
add_end_docstrings,
is_tensorflow_probability_available,
is_tf_available,
is_torch_available,
requires_backends,
)
from .base import ArgumentHandler, Dataset, Pipeline, PipelineException, build_pipeline_init_args
if is_torc... | transformers/src/transformers/pipelines/table_question_answering.py/0 | {
"file_path": "transformers/src/transformers/pipelines/table_question_answering.py",
"repo_id": "transformers",
"token_count": 9202
} | 349 |
# Copyright 2024 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by appl... | transformers/src/transformers/quantizers/base.py/0 | {
"file_path": "transformers/src/transformers/quantizers/base.py",
"repo_id": "transformers",
"token_count": 3259
} | 350 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/L... | transformers/src/transformers/tools/__init__.py/0 | {
"file_path": "transformers/src/transformers/tools/__init__.py",
"repo_id": "transformers",
"token_count": 984
} | 351 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/L... | transformers/src/transformers/tools/translation.py/0 | {
"file_path": "transformers/src/transformers/tools/translation.py",
"repo_id": "transformers",
"token_count": 4126
} | 352 |
# This file is autogenerated by the command `make fix-copies`, do not edit.
from ..utils import DummyObject, requires_backends
class FlaxForcedBOSTokenLogitsProcessor(metaclass=DummyObject):
_backends = ["flax"]
def __init__(self, *args, **kwargs):
requires_backends(self, ["flax"])
class FlaxForced... | transformers/src/transformers/utils/dummy_flax_objects.py/0 | {
"file_path": "transformers/src/transformers/utils/dummy_flax_objects.py",
"repo_id": "transformers",
"token_count": 13843
} | 353 |
# coding=utf-8
# Copyright 2020 Optuna, Hugging Face
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law o... | transformers/src/transformers/utils/logging.py/0 | {
"file_path": "transformers/src/transformers/utils/logging.py",
"repo_id": "transformers",
"token_count": 4263
} | 354 |
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/templates/adding_a_new_model/cookiecutter-template-{{cookiecutter.modelname}}/__init__.py/0 | {
"file_path": "transformers/templates/adding_a_new_model/cookiecutter-template-{{cookiecutter.modelname}}/__init__.py",
"repo_id": "transformers",
"token_count": 4961
} | 355 |
{
"modelname": "Template",
"uppercase_modelname": "TEMPLATE",
"lowercase_modelname": "template",
"camelcase_modelname": "Template",
"authors": "The HuggingFace Team",
"checkpoint_identifier": "brand-new-bert-base-cased",
"tokenizer_type": "Based on BERT",
"generate_tensorflow_pytorch_and_flax": "PyTorch... | transformers/templates/adding_a_new_model/tests/encoder-bert-tokenizer.json/0 | {
"file_path": "transformers/templates/adding_a_new_model/tests/encoder-bert-tokenizer.json",
"repo_id": "transformers",
"token_count": 148
} | 356 |
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/tests/deepspeed/test_deepspeed.py/0 | {
"file_path": "transformers/tests/deepspeed/test_deepspeed.py",
"repo_id": "transformers",
"token_count": 25392
} | 357 |
# coding=utf-8
# Copyright 2020 The HuggingFace Team Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a clone of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/tests/generation/test_beam_search.py/0 | {
"file_path": "transformers/tests/generation/test_beam_search.py",
"repo_id": "transformers",
"token_count": 11152
} | 358 |
# coding=utf-8
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless requir... | transformers/tests/models/auto/test_modeling_tf_pytorch.py/0 | {
"file_path": "transformers/tests/models/auto/test_modeling_tf_pytorch.py",
"repo_id": "transformers",
"token_count": 4447
} | 359 |
# coding=utf-8
# Copyright 2021 HuggingFace Inc. team.
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law o... | transformers/tests/models/bartpho/test_tokenization_bartpho.py/0 | {
"file_path": "transformers/tests/models/bartpho/test_tokenization_bartpho.py",
"repo_id": "transformers",
"token_count": 1058
} | 360 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/blenderbot/test_modeling_tf_blenderbot.py/0 | {
"file_path": "transformers/tests/models/blenderbot/test_modeling_tf_blenderbot.py",
"repo_id": "transformers",
"token_count": 3935
} | 361 |
# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/tests/models/clip/test_processor_clip.py/0 | {
"file_path": "transformers/tests/models/clip/test_processor_clip.py",
"repo_id": "transformers",
"token_count": 3365
} | 362 |
# coding=utf-8
# Copyright 2022 The OpenBMB Team and The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/cpmant/test_tokenization_cpmant.py/0 | {
"file_path": "transformers/tests/models/cpmant/test_tokenization_cpmant.py",
"repo_id": "transformers",
"token_count": 1066
} | 363 |
# coding=utf-8
# Copyright 2019 Hugging Face inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or a... | transformers/tests/models/deberta/test_tokenization_deberta.py/0 | {
"file_path": "transformers/tests/models/deberta/test_tokenization_deberta.py",
"repo_id": "transformers",
"token_count": 3792
} | 364 |
# coding=utf-8
# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless requir... | transformers/tests/models/dit/test_modeling_dit.py/0 | {
"file_path": "transformers/tests/models/dit/test_modeling_dit.py",
"repo_id": "transformers",
"token_count": 744
} | 365 |
# coding=utf-8
# Copyright 2022 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/efficientformer/test_modeling_efficientformer.py/0 | {
"file_path": "transformers/tests/models/efficientformer/test_modeling_efficientformer.py",
"repo_id": "transformers",
"token_count": 8619
} | 366 |
# coding=utf-8
# Copyright 2020 HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law... | transformers/tests/models/funnel/test_modeling_funnel.py/0 | {
"file_path": "transformers/tests/models/funnel/test_modeling_funnel.py",
"repo_id": "transformers",
"token_count": 9059
} | 367 |
# coding=utf-8
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless requir... | transformers/tests/models/gpt2/test_modeling_tf_gpt2.py/0 | {
"file_path": "transformers/tests/models/gpt2/test_modeling_tf_gpt2.py",
"repo_id": "transformers",
"token_count": 14210
} | 368 |
# coding=utf-8
# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless requir... | transformers/tests/models/jukebox/test_tokenization_jukebox.py/0 | {
"file_path": "transformers/tests/models/jukebox/test_tokenization_jukebox.py",
"repo_id": "transformers",
"token_count": 6342
} | 369 |
# coding=utf-8
# Copyright 2022 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/layoutlmv3/test_modeling_tf_layoutlmv3.py/0 | {
"file_path": "transformers/tests/models/layoutlmv3/test_modeling_tf_layoutlmv3.py",
"repo_id": "transformers",
"token_count": 9738
} | 370 |
# Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/tests/models/llama/test_modeling_flax_llama.py/0 | {
"file_path": "transformers/tests/models/llama/test_modeling_flax_llama.py",
"repo_id": "transformers",
"token_count": 4765
} | 371 |
# coding=utf-8
# Copyright 2018 LXMERT Authors, The Hugging Face Team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required b... | transformers/tests/models/lxmert/test_modeling_lxmert.py/0 | {
"file_path": "transformers/tests/models/lxmert/test_modeling_lxmert.py",
"repo_id": "transformers",
"token_count": 15109
} | 372 |
# coding=utf-8
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless requir... | transformers/tests/models/mobilebert/test_modeling_mobilebert.py/0 | {
"file_path": "transformers/tests/models/mobilebert/test_modeling_mobilebert.py",
"repo_id": "transformers",
"token_count": 7069
} | 373 |
# coding=utf-8
# Copyright 2020 The HuggingFace Inc. team, Microsoft Corporation.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless... | transformers/tests/models/mpnet/test_modeling_mpnet.py/0 | {
"file_path": "transformers/tests/models/mpnet/test_modeling_mpnet.py",
"repo_id": "transformers",
"token_count": 4626
} | 374 |
# coding=utf-8
# Copyright 2022 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/oneformer/test_modeling_oneformer.py/0 | {
"file_path": "transformers/tests/models/oneformer/test_modeling_oneformer.py",
"repo_id": "transformers",
"token_count": 10046
} | 375 |
# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/tests/models/owlvit/test_processor_owlvit.py/0 | {
"file_path": "transformers/tests/models/owlvit/test_processor_owlvit.py",
"repo_id": "transformers",
"token_count": 4354
} | 376 |
# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/persimmon/test_modeling_persimmon.py/0 | {
"file_path": "transformers/tests/models/persimmon/test_modeling_persimmon.py",
"repo_id": "transformers",
"token_count": 8403
} | 377 |
# coding=utf-8
# Copyright 2023 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | transformers/tests/models/pop2piano/test_feature_extraction_pop2piano.py/0 | {
"file_path": "transformers/tests/models/pop2piano/test_feature_extraction_pop2piano.py",
"repo_id": "transformers",
"token_count": 4962
} | 378 |
# coding=utf-8
# Copyright 2020, The RAG Authors and The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/rag/test_modeling_rag.py/0 | {
"file_path": "transformers/tests/models/rag/test_modeling_rag.py",
"repo_id": "transformers",
"token_count": 21728
} | 379 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/rembert/test_modeling_rembert.py/0 | {
"file_path": "transformers/tests/models/rembert/test_modeling_rembert.py",
"repo_id": "transformers",
"token_count": 9297
} | 380 |
# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/seamless_m4t/test_modeling_seamless_m4t.py/0 | {
"file_path": "transformers/tests/models/seamless_m4t/test_modeling_seamless_m4t.py",
"repo_id": "transformers",
"token_count": 21929
} | 381 |
# coding=utf-8
# Copyright 2024 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/tests/models/siglip/test_tokenization_siglip.py/0 | {
"file_path": "transformers/tests/models/siglip/test_tokenization_siglip.py",
"repo_id": "transformers",
"token_count": 9751
} | 382 |
# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/tests/models/speecht5/test_processor_speecht5.py/0 | {
"file_path": "transformers/tests/models/speecht5/test_processor_speecht5.py",
"repo_id": "transformers",
"token_count": 2860
} | 383 |
# coding=utf-8
# Copyright 2022 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/swinv2/test_modeling_swinv2.py/0 | {
"file_path": "transformers/tests/models/swinv2/test_modeling_swinv2.py",
"repo_id": "transformers",
"token_count": 8747
} | 384 |
# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/vipllava/test_modeling_vipllava.py/0 | {
"file_path": "transformers/tests/models/vipllava/test_modeling_vipllava.py",
"repo_id": "transformers",
"token_count": 4119
} | 385 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/tests/models/vit/test_modeling_vit.py/0 | {
"file_path": "transformers/tests/models/vit/test_modeling_vit.py",
"repo_id": "transformers",
"token_count": 4979
} | 386 |
# coding=utf-8
# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless requir... | transformers/tests/models/wav2vec2_phoneme/test_tokenization_wav2vec2_phoneme.py/0 | {
"file_path": "transformers/tests/models/wav2vec2_phoneme/test_tokenization_wav2vec2_phoneme.py",
"repo_id": "transformers",
"token_count": 9963
} | 387 |
# coding=utf-8
# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless requir... | transformers/tests/models/xglm/test_modeling_tf_xglm.py/0 | {
"file_path": "transformers/tests/models/xglm/test_modeling_tf_xglm.py",
"repo_id": "transformers",
"token_count": 4033
} | 388 |
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/tests/pipelines/test_pipelines_summarization.py/0 | {
"file_path": "transformers/tests/pipelines/test_pipelines_summarization.py",
"repo_id": "transformers",
"token_count": 3529
} | 389 |
# Testing mixed int8 quantization

The following is the recipe on how to effectively debug `bitsandbytes` integration on Hugging Face `transformers`.
## Library requirements
+ `transformers>=4.22.... | transformers/tests/quantization/bnb/README.md/0 | {
"file_path": "transformers/tests/quantization/bnb/README.md",
"repo_id": "transformers",
"token_count": 1401
} | 390 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | transformers/tests/sagemaker/scripts/pytorch/run_glue_model_parallelism.py/0 | {
"file_path": "transformers/tests/sagemaker/scripts/pytorch/run_glue_model_parallelism.py",
"repo_id": "transformers",
"token_count": 9571
} | 391 |
# coding=utf-8
# Copyright 2019 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | transformers/tests/test_modeling_common.py/0 | {
"file_path": "transformers/tests/test_modeling_common.py",
"repo_id": "transformers",
"token_count": 93801
} | 392 |
# coding=utf-8
# Copyright 2023 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | transformers/tests/tools/test_document_question_answering.py/0 | {
"file_path": "transformers/tests/tools/test_document_question_answering.py",
"repo_id": "transformers",
"token_count": 756
} | 393 |
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/tests/trainer/test_trainer_distributed.py/0 | {
"file_path": "transformers/tests/trainer/test_trainer_distributed.py",
"repo_id": "transformers",
"token_count": 4366
} | 394 |
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/tests/utils/test_hf_argparser.py/0 | {
"file_path": "transformers/tests/utils/test_hf_argparser.py",
"repo_id": "transformers",
"token_count": 6348
} | 395 |
# coding=utf-8
# Copyright 2020 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/utils/check_copies.py/0 | {
"file_path": "transformers/utils/check_copies.py",
"repo_id": "transformers",
"token_count": 20516
} | 396 |
import argparse
import json
import os
import time
import zipfile
from get_ci_error_statistics import download_artifact, get_artifacts_links
from transformers import logging
logger = logging.get_logger(__name__)
def extract_warnings_from_single_artifact(artifact_path, targets):
"""Extract warnings from a downl... | transformers/utils/extract_warnings.py/0 | {
"file_path": "transformers/utils/extract_warnings.py",
"repo_id": "transformers",
"token_count": 2110
} | 397 |
from transformers import PretrainedConfig
class CustomConfig(PretrainedConfig):
model_type = "custom"
def __init__(self, attribute=1, **kwargs):
self.attribute = attribute
super().__init__(**kwargs)
class NoSuperInitConfig(PretrainedConfig):
model_type = "custom"
def __init__(self,... | transformers/utils/test_module/custom_configuration.py/0 | {
"file_path": "transformers/utils/test_module/custom_configuration.py",
"repo_id": "transformers",
"token_count": 136
} | 398 |
cff-version: 1.2.0
title: 'TRL: Transformer Reinforcement Learning'
message: >-
If you use this software, please cite it using the
metadata from this file.
type: software
authors:
- given-names: Leandro
family-names: von Werra
- given-names: Younes
family-names: Belkada
- given-names: Lewis
family... | trl/CITATION.cff/0 | {
"file_path": "trl/CITATION.cff",
"repo_id": "trl",
"token_count": 313
} | 399 |
BENCHMARK_SCRIPT="benchmark/benchmark_level1.sh" \
BENCHMARK_PLOT_SCRIPT="benchmark/benchmark_level1_plot.sh" \
bash benchmark/benchmark_and_report.sh | trl/benchmark/regression_test.sh/0 | {
"file_path": "trl/benchmark/regression_test.sh",
"repo_id": "trl",
"token_count": 60
} | 400 |
# Installation
You can install TRL either from pypi or from source:
## pypi
Install the library with pip:
```bash
pip install trl
```
### Source
You can also install the latest version from source. First clone the repo and then run the installation with `pip`:
```bash
git clone https://github.com/huggingface/trl.gi... | trl/docs/source/installation.mdx/0 | {
"file_path": "trl/docs/source/installation.mdx",
"repo_id": "trl",
"token_count": 147
} | 401 |
# Examples
Please check out https://huggingface.co/docs/trl/example_overview for documentation on our examples. | trl/examples/README.md/0 | {
"file_path": "trl/examples/README.md",
"repo_id": "trl",
"token_count": 30
} | 402 |
import argparse
import os
from accelerate import Accelerator
from datasets import load_dataset
from peft import LoraConfig
from tqdm import tqdm
from transformers import AutoModelForCausalLM, AutoTokenizer, TrainingArguments, logging, set_seed
from trl import SFTTrainer
from trl.trainer import ConstantLengthDataset
... | trl/examples/research_projects/stack_llama/scripts/supervised_finetuning.py/0 | {
"file_path": "trl/examples/research_projects/stack_llama/scripts/supervised_finetuning.py",
"repo_id": "trl",
"token_count": 2908
} | 403 |
# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | trl/examples/scripts/sft.py/0 | {
"file_path": "trl/examples/scripts/sft.py",
"repo_id": "trl",
"token_count": 1552
} | 404 |
import unittest
from typing import Callable
from datasets import Dataset, load_dataset
from transformers import AutoModelForCausalLM, AutoTokenizer
from trl.extras.dataset_formatting import get_formatting_func_from_dataset
from trl.models.utils import ChatMlSpecialTokens, setup_chat_format
class DatasetFormattingTe... | trl/tests/test_dataset_formatting.py/0 | {
"file_path": "trl/tests/test_dataset_formatting.py",
"repo_id": "trl",
"token_count": 3064
} | 405 |
# flake8: noqa
from .base_environment import TextEnvironment, TextHistory
| trl/trl/environment/__init__.py/0 | {
"file_path": "trl/trl/environment/__init__.py",
"repo_id": "trl",
"token_count": 21
} | 406 |
# Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | trl/trl/trainer/iterative_sft_trainer.py/0 | {
"file_path": "trl/trl/trainer/iterative_sft_trainer.py",
"repo_id": "trl",
"token_count": 7430
} | 407 |
- sections:
- local: index
title: 🤗 Accelerate
- local: basic_tutorials/install
title: Installation
- local: quicktour
title: Quicktour
title: Getting started
- sections:
- local: basic_tutorials/overview
title: Overview
- local: basic_tutorials/migration
title: Migrating to 🤗 Accelera... | accelerate/docs/source/_toctree.yml/0 | {
"file_path": "accelerate/docs/source/_toctree.yml",
"repo_id": "accelerate",
"token_count": 1157
} | 0 |
<!--Copyright 2022 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | accelerate/docs/source/index.md/0 | {
"file_path": "accelerate/docs/source/index.md",
"repo_id": "accelerate",
"token_count": 1371
} | 1 |
<!--Copyright 2022 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | accelerate/docs/source/usage_guides/checkpoint.md/0 | {
"file_path": "accelerate/docs/source/usage_guides/checkpoint.md",
"repo_id": "accelerate",
"token_count": 1156
} | 2 |
<!---
Copyright 2021 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or ... | accelerate/examples/README.md/0 | {
"file_path": "accelerate/examples/README.md",
"repo_id": "accelerate",
"token_count": 4003
} | 3 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | accelerate/examples/cv_example.py/0 | {
"file_path": "accelerate/examples/cv_example.py",
"repo_id": "accelerate",
"token_count": 3212
} | 4 |
[tool.black]
line-length = 119
target-version = ['py37']
[tool.ruff]
# Never enforce `E501` (line length violations).
ignore = ["E501", "E741", "W605"]
select = ["E", "F", "I", "W"]
line-length = 119
# Ignore import violations in all `__init__.py` files.
[tool.ruff.per-file-ignores]
"__init__.py" = ["E402", "F401", "... | accelerate/pyproject.toml/0 | {
"file_path": "accelerate/pyproject.toml",
"repo_id": "accelerate",
"token_count": 165
} | 5 |
#!/usr/bin/env python
# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unles... | accelerate/src/accelerate/commands/config/update.py/0 | {
"file_path": "accelerate/src/accelerate/commands/config/update.py",
"repo_id": "accelerate",
"token_count": 774
} | 6 |
# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | accelerate/src/accelerate/logging.py/0 | {
"file_path": "accelerate/src/accelerate/logging.py",
"repo_id": "accelerate",
"token_count": 1789
} | 7 |
#!/usr/bin/env python
# Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unles... | accelerate/src/accelerate/test_utils/scripts/test_ops.py/0 | {
"file_path": "accelerate/src/accelerate/test_utils/scripts/test_ops.py",
"repo_id": "accelerate",
"token_count": 2004
} | 8 |
# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | accelerate/src/accelerate/utils/memory.py/0 | {
"file_path": "accelerate/src/accelerate/utils/memory.py",
"repo_id": "accelerate",
"token_count": 2036
} | 9 |
# Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | accelerate/tests/test_big_modeling.py/0 | {
"file_path": "accelerate/tests/test_big_modeling.py",
"repo_id": "accelerate",
"token_count": 20220
} | 10 |
# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | accelerate/tests/test_multigpu.py/0 | {
"file_path": "accelerate/tests/test_multigpu.py",
"repo_id": "accelerate",
"token_count": 1928
} | 11 |
.PHONY: style quality
# make sure to test the local checkout in scripts and not the pre-installed one (don't use quotes!)
export PYTHONPATH = src
check_dirs := src tests scripts
style:
black --line-length 119 --target-version py310 $(check_dirs) setup.py
isort $(check_dirs) setup.py
quality:
black --check --line... | alignment-handbook/Makefile/0 | {
"file_path": "alignment-handbook/Makefile",
"repo_id": "alignment-handbook",
"token_count": 363
} | 12 |
# Instructions to Replicate Zephyr-7b-β
As described in the Zephyr [technical report](https://huggingface.co/papers/2310.16944), training this model proceeds in two steps:
1. Apply SFT to fine-tune Mistral 7B on a filtered version of the UltraChat dataset ([link](https://huggingface.co/datasets/HuggingFaceH4/ultrach... | alignment-handbook/recipes/zephyr-7b-beta/README.md/0 | {
"file_path": "alignment-handbook/recipes/zephyr-7b-beta/README.md",
"repo_id": "alignment-handbook",
"token_count": 888
} | 13 |
# Model arguments
model_name_or_path: alignment-handbook/zephyr-7b-sft-full
# Data training arguments
# For definitions, see: src/h4/training/config.py
dataset_mixer:
HuggingFaceH4/ultrafeedback_binarized: 1.0
dataset_splits:
- train_prefs
- test_prefs
preprocessing_num_workers: 12
# DPOTrainer arguments
bf16: true... | alignment-handbook/tests/fixtures/config_dpo_full.yaml/0 | {
"file_path": "alignment-handbook/tests/fixtures/config_dpo_full.yaml",
"repo_id": "alignment-handbook",
"token_count": 329
} | 14 |
# Hello world!
We will now create the hello world of the ML world, building a model capable of solving MNIST dataset.
Open `src/main.rs` and fill in this content:
```rust
# extern crate candle_core;
use candle_core::{Device, Result, Tensor};
struct Model {
first: Tensor,
second: Tensor,
}
impl Model {
... | candle/candle-book/src/guide/hello_world.md/0 | {
"file_path": "candle/candle-book/src/guide/hello_world.md",
"repo_id": "candle",
"token_count": 2069
} | 15 |
# candle
Minimalist ML framework for Rust
| candle/candle-core/README.md/0 | {
"file_path": "candle/candle-core/README.md",
"repo_id": "candle",
"token_count": 11
} | 16 |
use super::{Cpu, CpuF16};
#[cfg(target_arch = "x86")]
use core::arch::x86::*;
#[cfg(target_arch = "x86_64")]
use core::arch::x86_64::*;
use half::f16;
pub struct CurrentCpu {}
const STEP: usize = 32;
const EPR: usize = 8;
const ARR: usize = STEP / EPR;
impl Cpu<ARR> for CurrentCpu {
type Unit = __m256;
type... | candle/candle-core/src/cpu/avx.rs/0 | {
"file_path": "candle/candle-core/src/cpu/avx.rs",
"repo_id": "candle",
"token_count": 2094
} | 17 |
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