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# 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/src/transformers/models/seamless_m4t/processing_seamless_m4t.py/0 | {
"file_path": "transformers/src/transformers/models/seamless_m4t/processing_seamless_m4t.py",
"repo_id": "transformers",
"token_count": 2314
} | 454 |
# 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/src/transformers/models/seggpt/convert_seggpt_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/seggpt/convert_seggpt_to_hf.py",
"repo_id": "transformers",
"token_count": 4276
} | 455 |
# coding=utf-8
# Copyright 2024 Google AI 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
#
#... | transformers/src/transformers/models/siglip/modeling_siglip.py/0 | {
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"repo_id": "transformers",
"token_count": 28596
} | 456 |
# 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
#
# Unless required by applicable... | transformers/src/transformers/models/smolvlm/processing_smolvlm.py/0 | {
"file_path": "transformers/src/transformers/models/smolvlm/processing_smolvlm.py",
"repo_id": "transformers",
"token_count": 8964
} | 457 |
# coding=utf-8
# Copyright 2020 The SqueezeBert 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
#
# U... | transformers/src/transformers/models/squeezebert/modeling_squeezebert.py/0 | {
"file_path": "transformers/src/transformers/models/squeezebert/modeling_squeezebert.py",
"repo_id": "transformers",
"token_count": 19122
} | 458 |
# 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/src/transformers/models/superpoint/configuration_superpoint.py/0 | {
"file_path": "transformers/src/transformers/models/superpoint/configuration_superpoint.py",
"repo_id": "transformers",
"token_count": 1368
} | 459 |
# 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/swin2sr/configuration_swin2sr.py/0 | {
"file_path": "transformers/src/transformers/models/swin2sr/configuration_swin2sr.py",
"repo_id": "transformers",
"token_count": 2701
} | 460 |
# 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/t5/convert_t5x_checkpoint_to_flax.py/0 | {
"file_path": "transformers/src/transformers/models/t5/convert_t5x_checkpoint_to_flax.py",
"repo_id": "transformers",
"token_count": 5127
} | 461 |
# coding=utf-8
# Copyright 2020 Google Research 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 re... | transformers/src/transformers/models/tapas/modeling_tapas.py/0 | {
"file_path": "transformers/src/transformers/models/tapas/modeling_tapas.py",
"repo_id": "transformers",
"token_count": 45616
} | 462 |
# 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/timm_backbone/configuration_timm_backbone.py/0 | {
"file_path": "transformers/src/transformers/models/timm_backbone/configuration_timm_backbone.py",
"repo_id": "transformers",
"token_count": 1119
} | 463 |
# 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
#
# http://www.apache.org/licenses/... | transformers/src/transformers/models/unispeech_sat/configuration_unispeech_sat.py/0 | {
"file_path": "transformers/src/transformers/models/unispeech_sat/configuration_unispeech_sat.py",
"repo_id": "transformers",
"token_count": 7354
} | 464 |
# 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/models/video_llava/convert_video_llava_weights_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/video_llava/convert_video_llava_weights_to_hf.py",
"repo_id": "transformers",
"token_count": 2388
} | 465 |
# 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/vilt/processing_vilt.py/0 | {
"file_path": "transformers/src/transformers/models/vilt/processing_vilt.py",
"repo_id": "transformers",
"token_count": 2398
} | 466 |
# 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/vit_mae/convert_vit_mae_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/vit_mae/convert_vit_mae_to_pytorch.py",
"repo_id": "transformers",
"token_count": 3304
} | 467 |
# 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/src/transformers/models/vitpose/configuration_vitpose.py/0 | {
"file_path": "transformers/src/transformers/models/vitpose/configuration_vitpose.py",
"repo_id": "transformers",
"token_count": 2052
} | 468 |
# coding=utf-8
# Copyright 2023 Google 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-2.... | transformers/src/transformers/models/vivit/modeling_vivit.py/0 | {
"file_path": "transformers/src/transformers/models/vivit/modeling_vivit.py",
"repo_id": "transformers",
"token_count": 15028
} | 469 |
# Copyright 2022 The OpenAI team and The HuggingFace Team. All rights reserved.
# Most of the code is copy pasted from the original whisper repository
#
# 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 Lic... | transformers/src/transformers/models/whisper/english_normalizer.py/0 | {
"file_path": "transformers/src/transformers/models/whisper/english_normalizer.py",
"repo_id": "transformers",
"token_count": 12164
} | 470 |
import argparse
from argparse import Namespace
import torch
from torch import nn
from transformers import XGLMConfig, XGLMForCausalLM
def remove_ignore_keys_(state_dict):
ignore_keys = [
"decoder.version",
"decoder.output_projection.weight",
"_float_tensor",
"decoder.embed_positi... | transformers/src/transformers/models/xglm/convert_xglm_original_ckpt_to_trfms.py/0 | {
"file_path": "transformers/src/transformers/models/xglm/convert_xglm_original_ckpt_to_trfms.py",
"repo_id": "transformers",
"token_count": 938
} | 471 |
# 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/src/transformers/models/xmod/convert_xmod_original_pytorch_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/xmod/convert_xmod_original_pytorch_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 4107
} | 472 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/zamba2/modular_zamba2.py.
# Do NOT edit this file manually as any edits will be overwritten by the generation of
... | transformers/src/transformers/models/zamba2/configuration_zamba2.py/0 | {
"file_path": "transformers/src/transformers/models/zamba2/configuration_zamba2.py",
"repo_id": "transformers",
"token_count": 5344
} | 473 |
# coding=utf-8
# 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
#
# Unless required by applicable... | transformers/src/transformers/pipelines/__init__.py/0 | {
"file_path": "transformers/src/transformers/pipelines/__init__.py",
"repo_id": "transformers",
"token_count": 23037
} | 474 |
from typing import Any, Dict, List, Union
from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging, requires_backends
from .base import Pipeline, build_pipeline_init_args
if is_vision_available():
from ..image_utils import load_image
if is_torch_available():
import torch
... | transformers/src/transformers/pipelines/object_detection.py/0 | {
"file_path": "transformers/src/transformers/pipelines/object_detection.py",
"repo_id": "transformers",
"token_count": 3527
} | 475 |
# 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/src/transformers/pytorch_utils.py/0 | {
"file_path": "transformers/src/transformers/pytorch_utils.py",
"repo_id": "transformers",
"token_count": 6235
} | 476 |
# 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_quanto.py/0 | {
"file_path": "transformers/src/transformers/quantizers/quantizer_quanto.py",
"repo_id": "transformers",
"token_count": 3384
} | 477 |
# coding=utf-8
# Copyright 2020-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 ap... | transformers/src/transformers/trainer_callback.py/0 | {
"file_path": "transformers/src/transformers/trainer_callback.py",
"repo_id": "transformers",
"token_count": 13389
} | 478 |
# 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": 14238
} | 479 |
# 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/utils/hp_naming.py/0 | {
"file_path": "transformers/src/transformers/utils/hp_naming.py",
"repo_id": "transformers",
"token_count": 2393
} | 480 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2022 {{cookiecutter.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... | transformers/templates/adding_a_new_example_script/{{cookiecutter.directory_name}}/run_{{cookiecutter.example_shortcut}}.py/0 | {
"file_path": "transformers/templates/adding_a_new_example_script/{{cookiecutter.directory_name}}/run_{{cookiecutter.example_shortcut}}.py",
"repo_id": "transformers",
"token_count": 15549
} | 481 |
# 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_small/test_modeling_tf_blenderbot_small.py/0 | {
"file_path": "transformers/tests/models/blenderbot_small/test_modeling_tf_blenderbot_small.py",
"repo_id": "transformers",
"token_count": 4303
} | 482 |
# 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/chameleon/test_image_processing_chameleon.py/0 | {
"file_path": "transformers/tests/models/chameleon/test_image_processing_chameleon.py",
"repo_id": "transformers",
"token_count": 3562
} | 483 |
# 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": 3176
} | 484 |
# 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/cohere/test_modeling_cohere.py/0 | {
"file_path": "transformers/tests/models/cohere/test_modeling_cohere.py",
"repo_id": "transformers",
"token_count": 6126
} | 485 |
# 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/convnext/test_modeling_tf_convnext.py/0 | {
"file_path": "transformers/tests/models/convnext/test_modeling_tf_convnext.py",
"repo_id": "transformers",
"token_count": 4942
} | 486 |
# 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/distilbert/test_modeling_flax_distilbert.py/0 | {
"file_path": "transformers/tests/models/distilbert/test_modeling_flax_distilbert.py",
"repo_id": "transformers",
"token_count": 2485
} | 487 |
# 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/dpt/test_modeling_dpt_auto_backbone.py/0 | {
"file_path": "transformers/tests/models/dpt/test_modeling_dpt_auto_backbone.py",
"repo_id": "transformers",
"token_count": 5410
} | 488 |
# coding=utf-8
# Copyright 2020 Huggingface
#
# 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 ... | transformers/tests/models/fsmt/test_modeling_fsmt.py/0 | {
"file_path": "transformers/tests/models/fsmt/test_modeling_fsmt.py",
"repo_id": "transformers",
"token_count": 10780
} | 489 |
# 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_tokenization_gpt2.py/0 | {
"file_path": "transformers/tests/models/gpt2/test_tokenization_gpt2.py",
"repo_id": "transformers",
"token_count": 7058
} | 490 |
# 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/gptj/test_modeling_gptj.py/0 | {
"file_path": "transformers/tests/models/gptj/test_modeling_gptj.py",
"repo_id": "transformers",
"token_count": 11074
} | 491 |
# 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/helium/test_modeling_helium.py/0 | {
"file_path": "transformers/tests/models/helium/test_modeling_helium.py",
"repo_id": "transformers",
"token_count": 1502
} | 492 |
# 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/instructblip/test_processor_instructblip.py/0 | {
"file_path": "transformers/tests/models/instructblip/test_processor_instructblip.py",
"repo_id": "transformers",
"token_count": 2696
} | 493 |
# coding=utf-8
# Copyright Iz Beltagy, Matthew E. Peters, Arman Cohan 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.ap... | transformers/tests/models/led/test_modeling_tf_led.py/0 | {
"file_path": "transformers/tests/models/led/test_modeling_tf_led.py",
"repo_id": "transformers",
"token_count": 6429
} | 494 |
# coding=utf-8
# 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 requir... | transformers/tests/models/mamba2/test_modeling_mamba2.py/0 | {
"file_path": "transformers/tests/models/mamba2/test_modeling_mamba2.py",
"repo_id": "transformers",
"token_count": 8561
} | 495 |
# 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/maskformer/test_modeling_maskformer.py/0 | {
"file_path": "transformers/tests/models/maskformer/test_modeling_maskformer.py",
"repo_id": "transformers",
"token_count": 12760
} | 496 |
# 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/mgp_str/test_tokenization_mgp_str.py/0 | {
"file_path": "transformers/tests/models/mgp_str/test_tokenization_mgp_str.py",
"repo_id": "transformers",
"token_count": 1631
} | 497 |
# 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": 7767
} | 498 |
# 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/modernbert/test_modeling_modernbert.py/0 | {
"file_path": "transformers/tests/models/modernbert/test_modeling_modernbert.py",
"repo_id": "transformers",
"token_count": 8792
} | 499 |
# 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/models/mt5/test_modeling_mt5.py/0 | {
"file_path": "transformers/tests/models/mt5/test_modeling_mt5.py",
"repo_id": "transformers",
"token_count": 21863
} | 500 |
# 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/omdet_turbo/test_modeling_omdet_turbo.py/0 | {
"file_path": "transformers/tests/models/omdet_turbo/test_modeling_omdet_turbo.py",
"repo_id": "transformers",
"token_count": 19480
} | 501 |
# 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/owlv2/test_modeling_owlv2.py/0 | {
"file_path": "transformers/tests/models/owlv2/test_modeling_owlv2.py",
"repo_id": "transformers",
"token_count": 19281
} | 502 |
# coding=utf-8
# Copyright 2024 Microsoft 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/tests/models/phimoe/test_modeling_phimoe.py/0 | {
"file_path": "transformers/tests/models/phimoe/test_modeling_phimoe.py",
"repo_id": "transformers",
"token_count": 11258
} | 503 |
# 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/poolformer/test_modeling_poolformer.py/0 | {
"file_path": "transformers/tests/models/poolformer/test_modeling_poolformer.py",
"repo_id": "transformers",
"token_count": 3662
} | 504 |
# 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/models/rag/test_retrieval_rag.py/0 | {
"file_path": "transformers/tests/models/rag/test_retrieval_rag.py",
"repo_id": "transformers",
"token_count": 6761
} | 505 |
# 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/resnet/test_modeling_flax_resnet.py/0 | {
"file_path": "transformers/tests/models/resnet/test_modeling_flax_resnet.py",
"repo_id": "transformers",
"token_count": 3536
} | 506 |
# 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/roformer/test_modeling_flax_roformer.py/0 | {
"file_path": "transformers/tests/models/roformer/test_modeling_flax_roformer.py",
"repo_id": "transformers",
"token_count": 2573
} | 507 |
# coding=utf-8
# Copyright 2020 The SqueezeBert 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
#
# U... | transformers/tests/models/squeezebert/test_tokenization_squeezebert.py/0 | {
"file_path": "transformers/tests/models/squeezebert/test_tokenization_squeezebert.py",
"repo_id": "transformers",
"token_count": 669
} | 508 |
# 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/swin/test_modeling_tf_swin.py/0 | {
"file_path": "transformers/tests/models/swin/test_modeling_tf_swin.py",
"repo_id": "transformers",
"token_count": 6978
} | 509 |
# 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/tests/models/tapas/test_modeling_tapas.py/0 | {
"file_path": "transformers/tests/models/tapas/test_modeling_tapas.py",
"repo_id": "transformers",
"token_count": 22121
} | 510 |
# 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/trocr/test_modeling_trocr.py/0 | {
"file_path": "transformers/tests/models/trocr/test_modeling_trocr.py",
"repo_id": "transformers",
"token_count": 3150
} | 511 |
# 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/univnet/test_feature_extraction_univnet.py/0 | {
"file_path": "transformers/tests/models/univnet/test_feature_extraction_univnet.py",
"repo_id": "transformers",
"token_count": 7239
} | 512 |
# 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/vits/test_modeling_vits.py/0 | {
"file_path": "transformers/tests/models/vits/test_modeling_vits.py",
"repo_id": "transformers",
"token_count": 9245
} | 513 |
# 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/wav2vec2_conformer/test_modeling_wav2vec2_conformer.py/0 | {
"file_path": "transformers/tests/models/wav2vec2_conformer/test_modeling_wav2vec2_conformer.py",
"repo_id": "transformers",
"token_count": 17943
} | 514 |
# 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/zoedepth/test_image_processing_zoedepth.py/0 | {
"file_path": "transformers/tests/models/zoedepth/test_image_processing_zoedepth.py",
"repo_id": "transformers",
"token_count": 3055
} | 515 |
# 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/pipelines/test_pipelines_image_segmentation.py/0 | {
"file_path": "transformers/tests/pipelines/test_pipelines_image_segmentation.py",
"repo_id": "transformers",
"token_count": 15853
} | 516 |
# 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/pipelines/test_pipelines_visual_question_answering.py/0 | {
"file_path": "transformers/tests/pipelines/test_pipelines_visual_question_answering.py",
"repo_id": "transformers",
"token_count": 4269
} | 517 |
import gc
import unittest
from transformers import AutoModelForCausalLM, AutoTokenizer, CompressedTensorsConfig
from transformers.testing_utils import require_compressed_tensors, require_torch
from transformers.utils import is_torch_available
if is_torch_available():
import torch
@require_compressed_tensors
@r... | transformers/tests/quantization/compressed_tensor/test_compressed_tensors.py/0 | {
"file_path": "transformers/tests/quantization/compressed_tensor/test_compressed_tensors.py",
"repo_id": "transformers",
"token_count": 1688
} | 518 |
# we define a fixture function below and it will be "used" by
# referencing its name from tests
import os
import pytest
from attr import dataclass
os.environ["AWS_DEFAULT_REGION"] = "us-east-1" # defaults region
@dataclass
class SageMakerTestEnvironment:
framework: str
role = "arn:aws:iam::558105141721:r... | transformers/tests/sagemaker/conftest.py/0 | {
"file_path": "transformers/tests/sagemaker/conftest.py",
"repo_id": "transformers",
"token_count": 1035
} | 519 |
# 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/test_modeling_flax_common.py/0 | {
"file_path": "transformers/tests/test_modeling_flax_common.py",
"repo_id": "transformers",
"token_count": 18079
} | 520 |
import json
import datasets
import torch
from tests.trainer.test_trainer import StoreLossCallback
from transformers import (
AutoModelForCausalLM,
AutoTokenizer,
DataCollatorForLanguageModeling,
HfArgumentParser,
Trainer,
TrainingArguments,
set_seed,
)
from transformers.testing_utils impor... | transformers/tests/trainer/test_trainer_distributed_loss.py/0 | {
"file_path": "transformers/tests/trainer/test_trainer_distributed_loss.py",
"repo_id": "transformers",
"token_count": 1568
} | 521 |
# 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/utils/test_chat_template_utils.py/0 | {
"file_path": "transformers/tests/utils/test_chat_template_utils.py",
"repo_id": "transformers",
"token_count": 8114
} | 522 |
# 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_logging.py/0 | {
"file_path": "transformers/tests/utils/test_logging.py",
"repo_id": "transformers",
"token_count": 2007
} | 523 |
# 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_build.py/0 | {
"file_path": "transformers/utils/check_build.py",
"repo_id": "transformers",
"token_count": 677
} | 524 |
import ast
from collections import defaultdict
# Function to perform topological sorting
def topological_sort(dependencies: dict):
# Nodes are the name of the models to convert (we only add those to the graph)
nodes = {node.rsplit("modular_", 1)[1].replace(".py", "") for node in dependencies.keys()}
# Thi... | transformers/utils/create_dependency_mapping.py/0 | {
"file_path": "transformers/utils/create_dependency_mapping.py",
"repo_id": "transformers",
"token_count": 980
} | 525 |
# 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/utils/notification_service_doc_tests.py/0 | {
"file_path": "transformers/utils/notification_service_doc_tests.py",
"repo_id": "transformers",
"token_count": 6488
} | 526 |
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
} | 527 |
# Builds GPU docker image of PyTorch
# Uses multi-staged approach to reduce size
# Stage 1
# Use base conda image to reduce time
FROM continuumio/miniconda3:latest AS compile-image
# Specify py version
ENV PYTHON_VERSION=3.10
# Install apt libs - copied from https://github.com/huggingface/accelerate/blob/main/docker/ac... | trl/docker/trl-latest-gpu/Dockerfile/0 | {
"file_path": "trl/docker/trl-latest-gpu/Dockerfile",
"repo_id": "trl",
"token_count": 774
} | 528 |
# Using LLaMA models with TRL
We've begun rolling out examples to use Meta's LLaMA models in `trl` (see [Meta's LLaMA release](https://ai.facebook.com/blog/large-language-model-llama-meta-ai/) for the original LLaMA model).
## Efficient training strategies
Even training the smallest LLaMA model requires an enormous ... | trl/docs/source/using_llama_models.md/0 | {
"file_path": "trl/docs/source/using_llama_models.md",
"repo_id": "trl",
"token_count": 2985
} | 529 |
# 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/datasets/tldr.py/0 | {
"file_path": "trl/examples/datasets/tldr.py",
"repo_id": "trl",
"token_count": 1501
} | 530 |
# 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/gkd.py/0 | {
"file_path": "trl/examples/scripts/gkd.py",
"repo_id": "trl",
"token_count": 1996
} | 531 |
# 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_callbacks.py/0 | {
"file_path": "trl/tests/test_callbacks.py",
"repo_id": "trl",
"token_count": 7906
} | 532 |
# 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_kto_trainer.py/0 | {
"file_path": "trl/tests/test_kto_trainer.py",
"repo_id": "trl",
"token_count": 8212
} | 533 |
# 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/models/modeling_base.py/0 | {
"file_path": "trl/trl/models/modeling_base.py",
"repo_id": "trl",
"token_count": 13921
} | 534 |
# 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/trainer/alignprop_trainer.py/0 | {
"file_path": "trl/trl/trainer/alignprop_trainer.py",
"repo_id": "trl",
"token_count": 8255
} | 535 |
# 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/trainer/kto_config.py/0 | {
"file_path": "trl/trl/trainer/kto_config.py",
"repo_id": "trl",
"token_count": 3485
} | 536 |
# 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/trainer/rloo_trainer.py/0 | {
"file_path": "trl/trl/trainer/rloo_trainer.py",
"repo_id": "trl",
"token_count": 16823
} | 537 |
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