text stringlengths 5 631k | id stringlengths 14 178 | metadata dict | __index_level_0__ int64 0 647 |
|---|---|---|---|
# 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/git/convert_git_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/git/convert_git_to_pytorch.py",
"repo_id": "transformers",
"token_count": 9860
} | 451 |
# 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/glpn/convert_glpn_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/glpn/convert_glpn_to_pytorch.py",
"repo_id": "transformers",
"token_count": 3807
} | 452 |
# coding=utf-8
# Copyright 2021 The Google Flax 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 the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
... | transformers/src/transformers/models/gpt2/modeling_flax_gpt2.py/0 | {
"file_path": "transformers/src/transformers/models/gpt2/modeling_flax_gpt2.py",
"repo_id": "transformers",
"token_count": 14172
} | 453 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/gpt_neox/modular_gpt_neox.py.
# Do NOT edit this file manually as any edits will be overwritten by the generation... | transformers/src/transformers/models/gpt_neox/modeling_gpt_neox.py/0 | {
"file_path": "transformers/src/transformers/models/gpt_neox/modeling_gpt_neox.py",
"repo_id": "transformers",
"token_count": 15323
} | 454 |
# coding=utf-8
# Copyright 2021 The EleutherAI and HuggingFace Teams. 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/gptj/configuration_gptj.py/0 | {
"file_path": "transformers/src/transformers/models/gptj/configuration_gptj.py",
"repo_id": "transformers",
"token_count": 3699
} | 455 |
from typing import TYPE_CHECKING
from ...utils import _LazyModule
from ...utils.import_utils import define_import_structure
if TYPE_CHECKING:
from .configuration_hunyuan_v1_moe import *
from .modeling_hunyuan import *
else:
import sys
_file = globals()["__file__"]
sys.modules[__name__] = _LazyMo... | transformers/src/transformers/models/hunyuan_v1_moe/__init__.py/0 | {
"file_path": "transformers/src/transformers/models/hunyuan_v1_moe/__init__.py",
"repo_id": "transformers",
"token_count": 141
} | 456 |
# coding=utf-8
# Copyright 2021 The OpenAI Team 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/L... | transformers/src/transformers/models/idefics/vision.py/0 | {
"file_path": "transformers/src/transformers/models/idefics/vision.py",
"repo_id": "transformers",
"token_count": 9072
} | 457 |
# 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/instructblip/configuration_instructblip.py/0 | {
"file_path": "transformers/src/transformers/models/instructblip/configuration_instructblip.py",
"repo_id": "transformers",
"token_count": 5800
} | 458 |
# coding=utf-8
# Copyright 2025 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 requi... | transformers/src/transformers/models/internvl/modular_internvl.py/0 | {
"file_path": "transformers/src/transformers/models/internvl/modular_internvl.py",
"repo_id": "transformers",
"token_count": 11649
} | 459 |
# coding=utf-8
# Copyright 2024 JetMoe 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/jetmoe/modeling_jetmoe.py/0 | {
"file_path": "transformers/src/transformers/models/jetmoe/modeling_jetmoe.py",
"repo_id": "transformers",
"token_count": 23640
} | 460 |
# 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/layoutxlm/tokenization_layoutxlm_fast.py/0 | {
"file_path": "transformers/src/transformers/models/layoutxlm/tokenization_layoutxlm_fast.py",
"repo_id": "transformers",
"token_count": 18119
} | 461 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/lfm2/modular_lfm2.py.
# Do NOT edit this file manually as any edits will be overwritten by the generation of
# ... | transformers/src/transformers/models/lfm2/modeling_lfm2.py/0 | {
"file_path": "transformers/src/transformers/models/lfm2/modeling_lfm2.py",
"repo_id": "transformers",
"token_count": 14489
} | 462 |
# coding=utf-8
# Copyright 2022 EleutherAI and the HuggingFace Inc. team. All rights reserved.
#
# This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX
# and OPT implementations in this library. It has been modified from its
# original forms to accommodate minor architectural differences compared
# to G... | transformers/src/transformers/models/llama/tokenization_llama.py/0 | {
"file_path": "transformers/src/transformers/models/llama/tokenization_llama.py",
"repo_id": "transformers",
"token_count": 7924
} | 463 |
# 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 req... | transformers/src/transformers/models/llava_next/configuration_llava_next.py/0 | {
"file_path": "transformers/src/transformers/models/llava_next/configuration_llava_next.py",
"repo_id": "transformers",
"token_count": 2592
} | 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/llava_onevision/convert_llava_onevision_weights_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/llava_onevision/convert_llava_onevision_weights_to_hf.py",
"repo_id": "transformers",
"token_count": 8104
} | 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/longt5/convert_longt5x_checkpoint_to_flax.py/0 | {
"file_path": "transformers/src/transformers/models/longt5/convert_longt5x_checkpoint_to_flax.py",
"repo_id": "transformers",
"token_count": 4984
} | 466 |
# 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/m2m_100/configuration_m2m_100.py/0 | {
"file_path": "transformers/src/transformers/models/m2m_100/configuration_m2m_100.py",
"repo_id": "transformers",
"token_count": 5595
} | 467 |
# coding=utf-8
# Copyright 2022 Meta Platforms, 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... | transformers/src/transformers/models/mask2former/modeling_mask2former.py/0 | {
"file_path": "transformers/src/transformers/models/mask2former/modeling_mask2former.py",
"repo_id": "transformers",
"token_count": 48963
} | 468 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/metaclip_2/modular_metaclip_2.py.
# Do NOT edit this file manually as any edits will be overwritten by the genera... | transformers/src/transformers/models/metaclip_2/configuration_metaclip_2.py/0 | {
"file_path": "transformers/src/transformers/models/metaclip_2/configuration_metaclip_2.py",
"repo_id": "transformers",
"token_count": 7142
} | 469 |
# coding=utf-8
# Copyright 2025 MiniMaxAI and HuggingFace Inc. teams. 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/minimax/modular_minimax.py/0 | {
"file_path": "transformers/src/transformers/models/minimax/modular_minimax.py",
"repo_id": "transformers",
"token_count": 11466
} | 470 |
# coding=utf-8
# Copyright 2022 Apple 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/LICENSE-2... | transformers/src/transformers/models/mobilevit/modeling_mobilevit.py/0 | {
"file_path": "transformers/src/transformers/models/mobilevit/modeling_mobilevit.py",
"repo_id": "transformers",
"token_count": 16836
} | 471 |
# Copyright 2025 Useful Sensors 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
#
# Unle... | transformers/src/transformers/models/moonshine/convert_usefulsensors_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/moonshine/convert_usefulsensors_to_hf.py",
"repo_id": "transformers",
"token_count": 3113
} | 472 |
# Copyright (c) 2024, 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.apache.org/licenses/LICENSE-2.0
#
# Unless required by appli... | transformers/src/transformers/models/nemotron/convert_nemotron_nemo_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/nemotron/convert_nemotron_nemo_to_hf.py",
"repo_id": "transformers",
"token_count": 6731
} | 473 |
# coding=utf-8
# Copyright 2022 UW-Madison 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/nystromformer/configuration_nystromformer.py/0 | {
"file_path": "transformers/src/transformers/models/nystromformer/configuration_nystromformer.py",
"repo_id": "transformers",
"token_count": 2357
} | 474 |
# coding=utf-8
# Copyright 2018 The OpenAI Team Authors and 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... | transformers/src/transformers/models/openai/modeling_openai.py/0 | {
"file_path": "transformers/src/transformers/models/openai/modeling_openai.py",
"repo_id": "transformers",
"token_count": 16193
} | 475 |
# 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 r... | transformers/src/transformers/models/ovis2/modular_ovis2.py/0 | {
"file_path": "transformers/src/transformers/models/ovis2/modular_ovis2.py",
"repo_id": "transformers",
"token_count": 7448
} | 476 |
# coding=utf-8
# Copyright 2020 Google 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 required by... | transformers/src/transformers/models/pegasus/convert_pegasus_tf_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/pegasus/convert_pegasus_tf_to_pytorch.py",
"repo_id": "transformers",
"token_count": 2019
} | 477 |
# 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/perceiver/tokenization_perceiver.py/0 | {
"file_path": "transformers/src/transformers/models/perceiver/tokenization_perceiver.py",
"repo_id": "transformers",
"token_count": 3438
} | 478 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/phi/modular_phi.py.
# Do NOT edit this file manually as any edits will be overwritten by the generation of
# ... | transformers/src/transformers/models/phi/modeling_phi.py/0 | {
"file_path": "transformers/src/transformers/models/phi/modeling_phi.py",
"repo_id": "transformers",
"token_count": 9721
} | 479 |
# 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/src/transformers/models/phimoe/modeling_phimoe.py/0 | {
"file_path": "transformers/src/transformers/models/phimoe/modeling_phimoe.py",
"repo_id": "transformers",
"token_count": 26099
} | 480 |
# 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/pop2piano/feature_extraction_pop2piano.py/0 | {
"file_path": "transformers/src/transformers/models/pop2piano/feature_extraction_pop2piano.py",
"repo_id": "transformers",
"token_count": 8871
} | 481 |
# 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/configuration_pvt.py/0 | {
"file_path": "transformers/src/transformers/models/pvt/configuration_pvt.py",
"repo_id": "transformers",
"token_count": 2751
} | 482 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py.
# Do NOT edit this file manually as any edits will be overwritten by the ge... | transformers/src/transformers/models/qwen2_5_omni/configuration_qwen2_5_omni.py/0 | {
"file_path": "transformers/src/transformers/models/qwen2_5_omni/configuration_qwen2_5_omni.py",
"repo_id": "transformers",
"token_count": 21681
} | 483 |
# 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/configuration_rag.py/0 | {
"file_path": "transformers/src/transformers/models/rag/configuration_rag.py",
"repo_id": "transformers",
"token_count": 3456
} | 484 |
# coding=utf-8
# Copyright 2022 Meta Platforms, 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... | transformers/src/transformers/models/regnet/configuration_regnet.py/0 | {
"file_path": "transformers/src/transformers/models/regnet/configuration_regnet.py",
"repo_id": "transformers",
"token_count": 1433
} | 485 |
# coding=utf-8
# Copyright 2023 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/src/transformers/models/resnet/modeling_flax_resnet.py/0 | {
"file_path": "transformers/src/transformers/models/resnet/modeling_flax_resnet.py",
"repo_id": "transformers",
"token_count": 10404
} | 486 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/sam2_video/modular_sam2_video.py.
# Do NOT edit this file manually as any edits will be overwritten by the genera... | transformers/src/transformers/models/sam2_video/configuration_sam2_video.py/0 | {
"file_path": "transformers/src/transformers/models/sam2_video/configuration_sam2_video.py",
"repo_id": "transformers",
"token_count": 8183
} | 487 |
# 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/siglip/tokenization_siglip.py/0 | {
"file_path": "transformers/src/transformers/models/siglip/tokenization_siglip.py",
"repo_id": "transformers",
"token_count": 6957
} | 488 |
# coding=utf-8
# Copyright 2021 Tel AViv University, AllenAI 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/splinter/tokenization_splinter_fast.py/0 | {
"file_path": "transformers/src/transformers/models/splinter/tokenization_splinter_fast.py",
"repo_id": "transformers",
"token_count": 3455
} | 489 |
# 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/superglue/image_processing_superglue.py/0 | {
"file_path": "transformers/src/transformers/models/superglue/image_processing_superglue.py",
"repo_id": "transformers",
"token_count": 9393
} | 490 |
import argparse
import json
import requests
import timm
import torch
from huggingface_hub import hf_hub_download
from PIL import Image
from transformers import AutoImageProcessor, SwinConfig, SwinForImageClassification
def get_swin_config(swin_name):
config = SwinConfig()
name_split = swin_name.split("_")
... | transformers/src/transformers/models/swin/convert_swin_timm_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/swin/convert_swin_timm_to_pytorch.py",
"repo_id": "transformers",
"token_count": 2718
} | 491 |
# 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/switch_transformers/convert_switch_transformers_original_flax_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/switch_transformers/convert_switch_transformers_original_flax_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 3256
} | 492 |
# coding=utf-8
# Copyright 2025 Google Inc. 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/t5gemma/modular_t5gemma.py/0 | {
"file_path": "transformers/src/transformers/models/t5gemma/modular_t5gemma.py",
"repo_id": "transformers",
"token_count": 23782
} | 493 |
# coding=utf-8
# Copyright 2025 the Fast 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/LIC... | transformers/src/transformers/models/textnet/image_processing_textnet_fast.py/0 | {
"file_path": "transformers/src/transformers/models/textnet/image_processing_textnet_fast.py",
"repo_id": "transformers",
"token_count": 2399
} | 494 |
# 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/modeling_timm_backbone.py/0 | {
"file_path": "transformers/src/transformers/models/timm_backbone/modeling_timm_backbone.py",
"repo_id": "transformers",
"token_count": 2572
} | 495 |
# coding=utf-8
# Copyright 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 requir... | transformers/src/transformers/models/vision_text_dual_encoder/configuration_vision_text_dual_encoder.py/0 | {
"file_path": "transformers/src/transformers/models/vision_text_dual_encoder/configuration_vision_text_dual_encoder.py",
"repo_id": "transformers",
"token_count": 1704
} | 496 |
# coding=utf-8
# Copyright 2021 The Google Flax 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 the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
... | transformers/src/transformers/models/vit/modeling_flax_vit.py/0 | {
"file_path": "transformers/src/transformers/models/vit/modeling_flax_vit.py",
"repo_id": "transformers",
"token_count": 10905
} | 497 |
# 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/vitmatte/configuration_vitmatte.py/0 | {
"file_path": "transformers/src/transformers/models/vitmatte/configuration_vitmatte.py",
"repo_id": "transformers",
"token_count": 2393
} | 498 |
# 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": 27287
} | 499 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/voxtral/modular_voxtral.py.
# Do NOT edit this file manually as any edits will be overwritten by the generation o... | transformers/src/transformers/models/voxtral/modeling_voxtral.py/0 | {
"file_path": "transformers/src/transformers/models/voxtral/modeling_voxtral.py",
"repo_id": "transformers",
"token_count": 9853
} | 500 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/wav2vec2_bert/modular_wav2vec2_bert.py.
# Do NOT edit this file manually as any edits will be overwritten by the ... | transformers/src/transformers/models/wav2vec2_bert/modeling_wav2vec2_bert.py/0 | {
"file_path": "transformers/src/transformers/models/wav2vec2_bert/modeling_wav2vec2_bert.py",
"repo_id": "transformers",
"token_count": 28811
} | 501 |
# 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/convert_x_clip_original_pytorch_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/x_clip/convert_x_clip_original_pytorch_to_hf.py",
"repo_id": "transformers",
"token_count": 8833
} | 502 |
# 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/yolos/convert_yolos_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/yolos/convert_yolos_to_pytorch.py",
"repo_id": "transformers",
"token_count": 5085
} | 503 |
# coding=utf-8
# Copyright 2024 Zyphra Technologies 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/license... | transformers/src/transformers/models/zamba2/modular_zamba2.py/0 | {
"file_path": "transformers/src/transformers/models/zamba2/modular_zamba2.py",
"repo_id": "transformers",
"token_count": 26483
} | 504 |
# 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/pipelines/audio_classification.py/0 | {
"file_path": "transformers/src/transformers/pipelines/audio_classification.py",
"repo_id": "transformers",
"token_count": 4797
} | 505 |
import numpy as np
import torch
from torch.utils.data import Dataset, IterableDataset
from ..utils.generic import ModelOutput
class PipelineDataset(Dataset):
def __init__(self, dataset, process, params):
self.dataset = dataset
self.process = process
self.params = params
def __len__(s... | transformers/src/transformers/pipelines/pt_utils.py/0 | {
"file_path": "transformers/src/transformers/pipelines/pt_utils.py",
"repo_id": "transformers",
"token_count": 5997
} | 506 |
# 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": 5941
} | 507 |
# 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_higgs.py/0 | {
"file_path": "transformers/src/transformers/quantizers/quantizer_higgs.py",
"repo_id": "transformers",
"token_count": 3513
} | 508 |
# Copyright 2025 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.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/src/transformers/tokenization_mistral_common.py/0 | {
"file_path": "transformers/src/transformers/tokenization_mistral_common.py",
"repo_id": "transformers",
"token_count": 40413
} | 509 |
# 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/utils/bitsandbytes.py/0 | {
"file_path": "transformers/src/transformers/utils/bitsandbytes.py",
"repo_id": "transformers",
"token_count": 303
} | 510 |
# 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
} | 511 |
# Generated by the protocol buffer compiler. DO NOT EDIT!
# source: sentencepiece_model.proto
# 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 th... | transformers/src/transformers/utils/sentencepiece_model_pb2.py/0 | {
"file_path": "transformers/src/transformers/utils/sentencepiece_model_pb2.py",
"repo_id": "transformers",
"token_count": 28257
} | 512 |
import time
import unittest
from parameterized import parameterized
from transformers import AutoModelForCausalLM, AutoTokenizer, GenerationConfig
from transformers.testing_utils import require_flash_attn, require_torch_gpu, slow
_TEST_PROMPTS = [
"A man is a walking his dog down the street, and a the turn he s... | transformers/tests/generation/test_paged_attention.py/0 | {
"file_path": "transformers/tests/generation/test_paged_attention.py",
"repo_id": "transformers",
"token_count": 1668
} | 513 |
# 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/tests/models/auto/test_video_processing_auto.py/0 | {
"file_path": "transformers/tests/models/auto/test_video_processing_auto.py",
"repo_id": "transformers",
"token_count": 4713
} | 514 |
# 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 required by app... | transformers/tests/models/blenderbot_small/test_modeling_blenderbot_small.py/0 | {
"file_path": "transformers/tests/models/blenderbot_small/test_modeling_blenderbot_small.py",
"repo_id": "transformers",
"token_count": 9876
} | 515 |
# 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/bridgetower/test_processing_bridgetower.py/0 | {
"file_path": "transformers/tests/models/bridgetower/test_processing_bridgetower.py",
"repo_id": "transformers",
"token_count": 3309
} | 516 |
# 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 required by appl... | transformers/tests/models/cohere2_vision/test_modeling_cohere2_vision.py/0 | {
"file_path": "transformers/tests/models/cohere2_vision/test_modeling_cohere2_vision.py",
"repo_id": "transformers",
"token_count": 8205
} | 517 |
# 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 required by appl... | transformers/tests/models/dia/test_modeling_dia.py/0 | {
"file_path": "transformers/tests/models/dia/test_modeling_dia.py",
"repo_id": "transformers",
"token_count": 17307
} | 518 |
# 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/tests/models/emu3/test_processing_emu3.py/0 | {
"file_path": "transformers/tests/models/emu3/test_processing_emu3.py",
"repo_id": "transformers",
"token_count": 1905
} | 519 |
# 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 required by appl... | transformers/tests/models/esm/test_modeling_esm.py/0 | {
"file_path": "transformers/tests/models/esm/test_modeling_esm.py",
"repo_id": "transformers",
"token_count": 7005
} | 520 |
# 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/imagegpt/test_modeling_imagegpt.py/0 | {
"file_path": "transformers/tests/models/imagegpt/test_modeling_imagegpt.py",
"repo_id": "transformers",
"token_count": 6039
} | 521 |
# Copyright 2018 The Microsoft Research Asia LayoutLM Team 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
#... | transformers/tests/models/layoutlm/test_modeling_layoutlm.py/0 | {
"file_path": "transformers/tests/models/layoutlm/test_modeling_layoutlm.py",
"repo_id": "transformers",
"token_count": 8043
} | 522 |
# 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 agreed to in writ... | transformers/tests/models/llama4/test_image_processing_llama4.py/0 | {
"file_path": "transformers/tests/models/llama4/test_image_processing_llama4.py",
"repo_id": "transformers",
"token_count": 2045
} | 523 |
# 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/moshi/test_tokenization_moshi.py/0 | {
"file_path": "transformers/tests/models/moshi/test_tokenization_moshi.py",
"repo_id": "transformers",
"token_count": 8969
} | 524 |
# 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/musicgen_melody/test_processing_musicgen_melody.py/0 | {
"file_path": "transformers/tests/models/musicgen_melody/test_processing_musicgen_melody.py",
"repo_id": "transformers",
"token_count": 2446
} | 525 |
# 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 applicable law ... | transformers/tests/models/openai/test_tokenization_openai.py/0 | {
"file_path": "transformers/tests/models/openai/test_tokenization_openai.py",
"repo_id": "transformers",
"token_count": 2442
} | 526 |
# 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/tests/models/paligemma/test_modeling_paligemma.py/0 | {
"file_path": "transformers/tests/models/paligemma/test_modeling_paligemma.py",
"repo_id": "transformers",
"token_count": 11468
} | 527 |
# 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 law or agreed ... | transformers/tests/models/perceiver/test_tokenization_perceiver.py/0 | {
"file_path": "transformers/tests/models/perceiver/test_tokenization_perceiver.py",
"repo_id": "transformers",
"token_count": 6203
} | 528 |
# 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 agreed to in writ... | transformers/tests/models/poolformer/test_image_processing_poolformer.py/0 | {
"file_path": "transformers/tests/models/poolformer/test_image_processing_poolformer.py",
"repo_id": "transformers",
"token_count": 2024
} | 529 |
#
# 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 to in writing, software
# distributed under ... | transformers/tests/models/reformer/test_modeling_reformer.py/0 | {
"file_path": "transformers/tests/models/reformer/test_modeling_reformer.py",
"repo_id": "transformers",
"token_count": 27714
} | 530 |
# 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/roc_bert/test_tokenization_roc_bert.py/0 | {
"file_path": "transformers/tests/models/roc_bert/test_tokenization_roc_bert.py",
"repo_id": "transformers",
"token_count": 7475
} | 531 |
# 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 required by appl... | transformers/tests/models/swin2sr/test_modeling_swin2sr.py/0 | {
"file_path": "transformers/tests/models/swin2sr/test_modeling_swin2sr.py",
"repo_id": "transformers",
"token_count": 6692
} | 532 |
# 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 required by appl... | transformers/tests/models/vision_text_dual_encoder/test_modeling_vision_text_dual_encoder.py/0 | {
"file_path": "transformers/tests/models/vision_text_dual_encoder/test_modeling_vision_text_dual_encoder.py",
"repo_id": "transformers",
"token_count": 7564
} | 533 |
# Copyright 2021 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 agreed to in writ... | transformers/tests/models/wav2vec2/test_feature_extraction_wav2vec2.py/0 | {
"file_path": "transformers/tests/models/wav2vec2/test_feature_extraction_wav2vec2.py",
"repo_id": "transformers",
"token_count": 4341
} | 534 |
# 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 agreed to in writ... | transformers/tests/models/whisper/test_feature_extraction_whisper.py/0 | {
"file_path": "transformers/tests/models/whisper/test_feature_extraction_whisper.py",
"repo_id": "transformers",
"token_count": 7182
} | 535 |
# 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/tests/models/zamba/test_modeling_zamba.py/0 | {
"file_path": "transformers/tests/models/zamba/test_modeling_zamba.py",
"repo_id": "transformers",
"token_count": 13346
} | 536 |
# 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_fill_mask.py/0 | {
"file_path": "transformers/tests/pipelines/test_pipelines_fill_mask.py",
"repo_id": "transformers",
"token_count": 8777
} | 537 |
# 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_token_classification.py/0 | {
"file_path": "transformers/tests/pipelines/test_pipelines_token_classification.py",
"repo_id": "transformers",
"token_count": 22069
} | 538 |
# 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": 1398
} | 539 |
# 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/quantization/ggml/test_ggml.py/0 | {
"file_path": "transformers/tests/quantization/ggml/test_ggml.py",
"repo_id": "transformers",
"token_count": 21506
} | 540 |
import json
import os
import subprocess
import unittest
from ast import literal_eval
import pytest
from parameterized import parameterized, parameterized_class
from . import is_sagemaker_available
if is_sagemaker_available():
from sagemaker import Session, TrainingJobAnalytics
from sagemaker.huggingface imp... | transformers/tests/sagemaker/test_multi_node_model_parallel.py/0 | {
"file_path": "transformers/tests/sagemaker/test_multi_node_model_parallel.py",
"repo_id": "transformers",
"token_count": 2103
} | 541 |
# coding=utf-8
# Copyright 2025 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_video_processing_common.py/0 | {
"file_path": "transformers/tests/test_video_processing_common.py",
"repo_id": "transformers",
"token_count": 9984
} | 542 |
# 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_deprecation.py/0 | {
"file_path": "transformers/tests/utils/test_deprecation.py",
"repo_id": "transformers",
"token_count": 3459
} | 543 |
# 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/tests/utils/test_model_debugging_utils.py/0 | {
"file_path": "transformers/tests/utils/test_model_debugging_utils.py",
"repo_id": "transformers",
"token_count": 2366
} | 544 |
# 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": 20157
} | 545 |
# 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/utils/split_model_tests.py/0 | {
"file_path": "transformers/utils/split_model_tests.py",
"repo_id": "transformers",
"token_count": 759
} | 546 |
# 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": 8575
} | 547 |
# Judges
<Tip warning={true}>
TRL Judges is an experimental API which is subject to change at any time.
</Tip>
TRL provides judges to easily compare two completions.
Make sure to have installed the required dependencies by running:
```bash
pip install trl[judges]
```
## Using the provided judges
TRL provides se... | trl/docs/source/judges.md/0 | {
"file_path": "trl/docs/source/judges.md",
"repo_id": "trl",
"token_count": 732
} | 548 |
# Reducing Memory Usage
<Tip warning={true}>
Section under construction. Feel free to contribute!
</Tip>
## Truncation
Sequence lengths in the dataset can vary widely. When data is batched, sequences are padded to match the longest one in the batch, which can cause high memory usage, even if most sequences are rel... | trl/docs/source/reducing_memory_usage.md/0 | {
"file_path": "trl/docs/source/reducing_memory_usage.md",
"repo_id": "trl",
"token_count": 2828
} | 549 |
# Copyright 2020-2025 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 appl... | trl/examples/datasets/ultrafeedback.py/0 | {
"file_path": "trl/examples/datasets/ultrafeedback.py",
"repo_id": "trl",
"token_count": 2245
} | 550 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.