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# 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
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# http://www.apache.org/licenses/LICENSE-2.0
#
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# coding=utf-8
# Copyright 2023 Alibaba Research 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
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# http://www.apache.org/licenses/LIC... | transformers/src/transformers/models/mgp_str/modeling_mgp_str.py/0 | {
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# Copyright 2023 Mistral 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.
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# http://www.apache.org/licenses/LICENSE-2.0
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# coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and 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.
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# coding=utf-8
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#
# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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#
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# Copyright 2025 Useful Sensors and The HuggingFace Inc. team. All rights reserved.
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# Copyright 2024 The HuggingFace Team. All rights reserved.
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# 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
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# Copyright (c) 2024, NVIDIA CORPORATION. All rights reserved.
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# 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
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# coding=utf-8
# Copyright 2018 The Open AI Team Authors and The HuggingFace Inc. team.
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# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# 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
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# coding=utf-8
# Copyright 2023 IBM & Hugging Face. All rights reserved.
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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#
# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# Copyright 2024 Mistral and the HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# Copyright 2023 The HuggingFace Inc. team.
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# 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");
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# 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
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# Copyright 2022 Meta Platforms, Inc. and The HuggingFace Inc. team. All rights reserved.
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# Copyright 2018 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
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# coding=utf-8
# Copyright 2024 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
#
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# coding=utf-8
# Copyright 2023 The Meta AI Authors and 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
#
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# 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
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# 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
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# coding=utf-8
# Copyright 2025 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
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# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# coding=utf-8
# Copyright 2024 BigCode and the HuggingFace Inc. team. All rights reserved.
#
# This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX
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# Copyright 2022, Google and HuggingFace Inc.
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# coding=utf-8
# Copyright The HuggingFace Inc. team. All rights reserved.
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# Copyright 2022 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# coding=utf-8
# Copyright 2021 The Fairseq 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
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#
# 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
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# http://www.apache.org/licenses/LICENSE-2.0
#
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# Copyright 2022 Multimedia Computing Group, Nanjing University 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.
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# 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
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# Copyright 2023 Meta 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
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# 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
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# 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
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# coding=utf-8
# Copyright 2021 The Fairseq Authors, Microsoft Research, 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
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# You may obtain a copy of the License at
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# 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
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# 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
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# 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
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# Copyright 2024 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
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# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/src/transformers/pipelines/video_classification.py/0 | {
"file_path": "transformers/src/transformers/pipelines/video_classification.py",
"repo_id": "transformers",
"token_count": 3138
} | 511 |
# 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/quantizer_compressed_tensors.py/0 | {
"file_path": "transformers/src/transformers/quantizers/quantizer_compressed_tensors.py",
"repo_id": "transformers",
"token_count": 2009
} | 512 |
# 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/src/transformers/testing_utils.py/0 | {
"file_path": "transformers/src/transformers/testing_utils.py",
"repo_id": "transformers",
"token_count": 39828
} | 513 |
# This file is autogenerated by the command `make fix-copies`, do not edit.
from ..utils import DummyObject, requires_backends
class TimmWrapperImageProcessor(metaclass=DummyObject):
_backends = ["timm", "torchvision"]
def __init__(self, *args, **kwargs):
requires_backends(self, ["timm", "torchvision... | transformers/src/transformers/utils/dummy_timm_and_torchvision_objects.py/0 | {
"file_path": "transformers/src/transformers/utils/dummy_timm_and_torchvision_objects.py",
"repo_id": "transformers",
"token_count": 115
} | 514 |
# 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/agents/test_document_question_answering.py/0 | {
"file_path": "transformers/tests/agents/test_document_question_answering.py",
"repo_id": "transformers",
"token_count": 480
} | 515 |
{
"feature_extractor_type": "ViTFeatureExtractor",
"size": 30
}
| transformers/tests/deepspeed/vit_feature_extractor.json/0 | {
"file_path": "transformers/tests/deepspeed/vit_feature_extractor.json",
"repo_id": "transformers",
"token_count": 32
} | 516 |
import unittest
import numpy as np
from transformers.generation.candidate_generator import AssistedCandidateGeneratorDifferentTokenizers
class TestAssistedCandidateGeneratorDifferentTokenizers(unittest.TestCase):
def test_no_intersection(self):
prompt = np.array([[1, 2, 3]])
prompt_plus_new_toke... | transformers/tests/generation/test_candidate_generator.py/0 | {
"file_path": "transformers/tests/generation/test_candidate_generator.py",
"repo_id": "transformers",
"token_count": 877
} | 517 |
# 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_auto.py/0 | {
"file_path": "transformers/tests/models/auto/test_modeling_tf_auto.py",
"repo_id": "transformers",
"token_count": 5501
} | 518 |
# coding=utf-8
# Copyright 2020 Ecole Polytechnique 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 re... | transformers/tests/models/barthez/test_tokenization_barthez.py/0 | {
"file_path": "transformers/tests/models/barthez/test_tokenization_barthez.py",
"repo_id": "transformers",
"token_count": 2433
} | 519 |
# 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 ... | transformers/tests/models/blenderbot/test_modeling_blenderbot.py/0 | {
"file_path": "transformers/tests/models/blenderbot/test_modeling_blenderbot.py",
"repo_id": "transformers",
"token_count": 9677
} | 520 |
# 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/camembert/test_modeling_camembert.py/0 | {
"file_path": "transformers/tests/models/camembert/test_modeling_camembert.py",
"repo_id": "transformers",
"token_count": 1288
} | 521 |
# 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/clap/test_modeling_clap.py/0 | {
"file_path": "transformers/tests/models/clap/test_modeling_clap.py",
"repo_id": "transformers",
"token_count": 13332
} | 522 |
# 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/conditional_detr/test_modeling_conditional_detr.py/0 | {
"file_path": "transformers/tests/models/conditional_detr/test_modeling_conditional_detr.py",
"repo_id": "transformers",
"token_count": 12136
} | 523 |
# 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/data2vec/test_modeling_tf_data2vec_vision.py/0 | {
"file_path": "transformers/tests/models/data2vec/test_modeling_tf_data2vec_vision.py",
"repo_id": "transformers",
"token_count": 9782
} | 524 |
# coding=utf-8
# 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 requir... | transformers/tests/models/electra/test_tokenization_electra.py/0 | {
"file_path": "transformers/tests/models/electra/test_tokenization_electra.py",
"repo_id": "transformers",
"token_count": 6796
} | 525 |
# 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/esm/test_modeling_tf_esm.py/0 | {
"file_path": "transformers/tests/models/esm/test_modeling_tf_esm.py",
"repo_id": "transformers",
"token_count": 5388
} | 526 |
# Copyright 2022 Meta Platforms authors and 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
#
# U... | transformers/tests/models/flava/test_processor_flava.py/0 | {
"file_path": "transformers/tests/models/flava/test_processor_flava.py",
"repo_id": "transformers",
"token_count": 3886
} | 527 |
# coding=utf-8
# Copyright 2022 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/got_ocr2/test_image_processing_got_ocr2.py/0 | {
"file_path": "transformers/tests/models/got_ocr2/test_image_processing_got_ocr2.py",
"repo_id": "transformers",
"token_count": 1753
} | 528 |
# coding=utf-8
# Copyright 2024 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/grounding_dino/test_image_processing_grounding_dino.py/0 | {
"file_path": "transformers/tests/models/grounding_dino/test_image_processing_grounding_dino.py",
"repo_id": "transformers",
"token_count": 15521
} | 529 |
# 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/ibert/test_modeling_ibert.py/0 | {
"file_path": "transformers/tests/models/ibert/test_modeling_ibert.py",
"repo_id": "transformers",
"token_count": 14908
} | 530 |
# 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/llama/test_modeling_llama.py/0 | {
"file_path": "transformers/tests/models/llama/test_modeling_llama.py",
"repo_id": "transformers",
"token_count": 21624
} | 531 |
# coding=utf-8
# Copyright 2024 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/llava_onevision/test_image_processing_llava_onevision.py/0 | {
"file_path": "transformers/tests/models/llava_onevision/test_image_processing_llava_onevision.py",
"repo_id": "transformers",
"token_count": 5826
} | 532 |
# 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_tokenization_lxmert.py/0 | {
"file_path": "transformers/tests/models/lxmert/test_tokenization_lxmert.py",
"repo_id": "transformers",
"token_count": 1330
} | 533 |
# coding=utf-8
# Copyright 2018 The Google AI Language Team Authors.
#
# 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/tests/models/openai/test_tokenization_openai.py/0 | {
"file_path": "transformers/tests/models/openai/test_tokenization_openai.py",
"repo_id": "transformers",
"token_count": 2438
} | 534 |
# coding=utf-8
# 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 r... | transformers/tests/models/pixtral/test_modeling_pixtral.py/0 | {
"file_path": "transformers/tests/models/pixtral/test_modeling_pixtral.py",
"repo_id": "transformers",
"token_count": 2484
} | 535 |
# 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/regnet/test_modeling_regnet.py/0 | {
"file_path": "transformers/tests/models/regnet/test_modeling_regnet.py",
"repo_id": "transformers",
"token_count": 3940
} | 536 |
# 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/roberta_prelayernorm/test_modeling_flax_roberta_prelayernorm.py/0 | {
"file_path": "transformers/tests/models/roberta_prelayernorm/test_modeling_flax_roberta_prelayernorm.py",
"repo_id": "transformers",
"token_count": 3442
} | 537 |
# coding = utf-8
# Copyright 2025 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... | transformers/tests/models/rt_detr_v2/test_modeling_rt_detr_v2.py/0 | {
"file_path": "transformers/tests/models/rt_detr_v2/test_modeling_rt_detr_v2.py",
"repo_id": "transformers",
"token_count": 15291
} | 538 |
# 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/segformer/test_modeling_segformer.py/0 | {
"file_path": "transformers/tests/models/segformer/test_modeling_segformer.py",
"repo_id": "transformers",
"token_count": 7802
} | 539 |
# 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
} | 540 |
# Copyright 2024 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/superpoint/test_image_processing_superpoint.py/0 | {
"file_path": "transformers/tests/models/superpoint/test_image_processing_superpoint.py",
"repo_id": "transformers",
"token_count": 2967
} | 541 |
# coding=utf-8
# Copyright 2021 Google 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 requ... | transformers/tests/models/t5/test_modeling_flax_t5.py/0 | {
"file_path": "transformers/tests/models/t5/test_modeling_flax_t5.py",
"repo_id": "transformers",
"token_count": 19944
} | 542 |
# 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/timesformer/test_modeling_timesformer.py/0 | {
"file_path": "transformers/tests/models/timesformer/test_modeling_timesformer.py",
"repo_id": "transformers",
"token_count": 5979
} | 543 |
# 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/videomae/test_modeling_videomae.py/0 | {
"file_path": "transformers/tests/models/videomae/test_modeling_videomae.py",
"repo_id": "transformers",
"token_count": 7616
} | 544 |
# 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/vitmatte/test_modeling_vitmatte.py/0 | {
"file_path": "transformers/tests/models/vitmatte/test_modeling_vitmatte.py",
"repo_id": "transformers",
"token_count": 4481
} | 545 |
# 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/wav2vec2/test_modeling_wav2vec2.py/0 | {
"file_path": "transformers/tests/models/wav2vec2/test_modeling_wav2vec2.py",
"repo_id": "transformers",
"token_count": 39433
} | 546 |
# 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/whisper/test_modeling_flax_whisper.py/0 | {
"file_path": "transformers/tests/models/whisper/test_modeling_flax_whisper.py",
"repo_id": "transformers",
"token_count": 16009
} | 547 |
# 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_common.py/0 | {
"file_path": "transformers/tests/pipelines/test_pipelines_common.py",
"repo_id": "transformers",
"token_count": 17560
} | 548 |
# 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_text2text_generation.py/0 | {
"file_path": "transformers/tests/pipelines/test_pipelines_text2text_generation.py",
"repo_id": "transformers",
"token_count": 2311
} | 549 |
# 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/repo_utils/test_check_copies.py/0 | {
"file_path": "transformers/tests/repo_utils/test_check_copies.py",
"repo_id": "transformers",
"token_count": 7781
} | 550 |
import json
import os
import subprocess
import unittest
from ast import literal_eval
import pytest
from parameterized import parameterized_class
from . import is_sagemaker_available
if is_sagemaker_available():
from sagemaker import Session, TrainingJobAnalytics
from sagemaker.huggingface import HuggingFace... | transformers/tests/sagemaker/test_single_node_gpu.py/0 | {
"file_path": "transformers/tests/sagemaker/test_single_node_gpu.py",
"repo_id": "transformers",
"token_count": 1592
} | 551 |
# coding=utf-8
# Copyright 2018 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 a... | transformers/tests/tokenization/test_tokenization_utils.py/0 | {
"file_path": "transformers/tests/tokenization/test_tokenization_utils.py",
"repo_id": "transformers",
"token_count": 9216
} | 552 |
# coding=utf-8
# Copyright 2019-present, 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 a... | transformers/tests/utils/test_generic.py/0 | {
"file_path": "transformers/tests/utils/test_generic.py",
"repo_id": "transformers",
"token_count": 4758
} | 553 |
# coding=utf-8
# Copyright 2024 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/utils/test_processing_utils.py/0 | {
"file_path": "transformers/tests/utils/test_processing_utils.py",
"repo_id": "transformers",
"token_count": 3248
} | 554 |
# coding=utf-8
# Copyright 2023 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_model_tester.py/0 | {
"file_path": "transformers/utils/check_model_tester.py",
"repo_id": "transformers",
"token_count": 1240
} | 555 |
import os
import zipfile
import requests
from get_ci_error_statistics import download_artifact, get_artifacts_links
def get_daily_ci_runs(token, num_runs=7):
"""Get the workflow runs of the scheduled (daily) CI.
This only selects the runs triggered by the `schedule` event on the `main` branch.
"""
h... | transformers/utils/get_previous_daily_ci.py/0 | {
"file_path": "transformers/utils/get_previous_daily_ci.py",
"repo_id": "transformers",
"token_count": 1331
} | 556 |
# 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/utils/release.py/0 | {
"file_path": "transformers/utils/release.py",
"repo_id": "transformers",
"token_count": 2577
} | 557 |
{
"opsets": {
"1": [
"Abs",
"Add",
"AddV2",
"ArgMax",
"ArgMin",
"AvgPool",
"AvgPool3D",
"BatchMatMul",
"BatchMatMulV2",
"BatchToSpaceND",
"BiasAdd",
"BiasAddV1",
... | transformers/utils/tf_ops/onnx.json/0 | {
"file_path": "transformers/utils/tf_ops/onnx.json",
"repo_id": "transformers",
"token_count": 4081
} | 558 |
# How to contribute to TRL?
Everyone is welcome to contribute, and we value everybody's contribution. Code
contributions are not the only way to help the community. Answering questions, helping
others, and improving the documentation are also immensely valuable.
It also helps us if you spread the word! Reference the ... | trl/CONTRIBUTING.md/0 | {
"file_path": "trl/CONTRIBUTING.md",
"repo_id": "trl",
"token_count": 5965
} | 559 |
# Scripts Utilities
## ScriptArguments
[[autodoc]] ScriptArguments
## TrlParser
[[autodoc]] TrlParser
- parse_args_and_config
- parse_args_into_dataclasses
- set_defaults_with_config
| trl/docs/source/script_utils.md/0 | {
"file_path": "trl/docs/source/script_utils.md",
"repo_id": "trl",
"token_count": 76
} | 560 |
# This is an example configuration file of TRL CLI, you can use it for
# SFT like that: `trl sft --config config.yaml --output_dir test-sft`
# The YAML file supports environment variables by adding an `env` field
# as below
# env:
# CUDA_VISIBLE_DEVICES: 0
model_name_or_path:
Qwen/Qwen2.5-0.5B
dataset_name:
st... | trl/examples/cli_configs/example_config.yaml/0 | {
"file_path": "trl/examples/cli_configs/example_config.yaml",
"repo_id": "trl",
"token_count": 158
} | 561 |
# RLHF pipeline for the creation of StackLLaMa: a Stack exchange llama-7b model.
There were three main steps to the training process:
1. Supervised fine-tuning of the base llama-7b model to create llama-7b-se:
- `torchrun --nnodes 1 --nproc_per_node 8 examples/research_projects/stack_llama/scripts/supervised_finet... | trl/examples/research_projects/stack_llama/scripts/README.md/0 | {
"file_path": "trl/examples/research_projects/stack_llama/scripts/README.md",
"repo_id": "trl",
"token_count": 696
} | 562 |
# Copyright 2025 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/examples/scripts/bco.py/0 | {
"file_path": "trl/examples/scripts/bco.py",
"repo_id": "trl",
"token_count": 2323
} | 563 |
# Copyright 2025 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/examples/scripts/rloo/rloo_tldr.py/0 | {
"file_path": "trl/examples/scripts/rloo/rloo_tldr.py",
"repo_id": "trl",
"token_count": 2235
} | 564 |
# Copyright 2025 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/tests/test_ddpo_trainer.py/0 | {
"file_path": "trl/tests/test_ddpo_trainer.py",
"repo_id": "trl",
"token_count": 1846
} | 565 |
# Copyright 2025 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/tests/test_reward_trainer.py/0 | {
"file_path": "trl/tests/test_reward_trainer.py",
"repo_id": "trl",
"token_count": 5202
} | 566 |
# Copyright 2025 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/extras/best_of_n_sampler.py/0 | {
"file_path": "trl/trl/extras/best_of_n_sampler.py",
"repo_id": "trl",
"token_count": 2404
} | 567 |
# Copyright 2025 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/scripts/grpo.py/0 | {
"file_path": "trl/trl/scripts/grpo.py",
"repo_id": "trl",
"token_count": 1251
} | 568 |
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