text stringlengths 5 631k | id stringlengths 14 178 | metadata dict | __index_level_0__ int64 0 647 |
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#!/usr/bin/env python
# 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... | transformers/examples/legacy/seq2seq/run_eval.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/run_eval.py",
"repo_id": "transformers",
"token_count": 2787
} | 393 |
{
"annotations": {
"list": [
{
"builtIn": 1,
"datasource": {
"type": "grafana",
"uid": "-- Grafana --"
},
"enable": true,
"hide": true,
"iconColor": "rgba(0, 21... | transformers/examples/metrics-monitoring/continuous-batching-dashboard.json/0 | {
"file_path": "transformers/examples/metrics-monitoring/continuous-batching-dashboard.json",
"repo_id": "transformers",
"token_count": 23850
} | 394 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from examples/modular-transformers/modular_add_function.py.
# Do NOT edit this file manually as any edits will be overwritten by the generatio... | transformers/examples/modular-transformers/modeling_add_function.py/0 | {
"file_path": "transformers/examples/modular-transformers/modeling_add_function.py",
"repo_id": "transformers",
"token_count": 1643
} | 395 |
"""
Here, because clip is not consistent with the use of the "Text" and "Vision" prefixes, we cannot simply use
```
class Multimodal2VisionModel(CLIPVisionModel):
pass
```
with the hope that all dependencies will be renamed as `Multimodal2VisionClass`. For this reason, if we want consistency and
use the "Vision" pa... | transformers/examples/modular-transformers/modular_multimodal2.py/0 | {
"file_path": "transformers/examples/modular-transformers/modular_multimodal2.py",
"repo_id": "transformers",
"token_count": 825
} | 396 |
<!---
Copyright 2022 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or ... | transformers/examples/pytorch/semantic-segmentation/README.md/0 | {
"file_path": "transformers/examples/pytorch/semantic-segmentation/README.md",
"repo_id": "transformers",
"token_count": 3497
} | 397 |
# Copyright 2018 HuggingFace Inc..
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in wri... | transformers/examples/pytorch/test_accelerate_examples.py/0 | {
"file_path": "transformers/examples/pytorch/test_accelerate_examples.py",
"repo_id": "transformers",
"token_count": 7368
} | 398 |
<!---
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 applicable law or ... | transformers/examples/tensorflow/image-classification/README.md/0 | {
"file_path": "transformers/examples/tensorflow/image-classification/README.md",
"repo_id": "transformers",
"token_count": 2310
} | 399 |
# 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/commands/download.py/0 | {
"file_path": "transformers/src/transformers/commands/download.py",
"repo_id": "transformers",
"token_count": 828
} | 400 |
# 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/data/datasets/language_modeling.py/0 | {
"file_path": "transformers/src/transformers/data/datasets/language_modeling.py",
"repo_id": "transformers",
"token_count": 11441
} | 401 |
# 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/src/transformers/feature_extraction_utils.py/0 | {
"file_path": "transformers/src/transformers/feature_extraction_utils.py",
"repo_id": "transformers",
"token_count": 13038
} | 402 |
# coding=utf-8
# Copyright 2024 The HuggingFace Inc. team and Google DeepMind.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use 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/generation/watermarking.py/0 | {
"file_path": "transformers/src/transformers/generation/watermarking.py",
"repo_id": "transformers",
"token_count": 9729
} | 403 |
# coding=utf-8
# Copyright 2024 NetEase, 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/LICENS... | transformers/src/transformers/integrations/eetq.py/0 | {
"file_path": "transformers/src/transformers/integrations/eetq.py",
"repo_id": "transformers",
"token_count": 2105
} | 404 |
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use 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 th... | transformers/src/transformers/integrations/npu_flash_attention.py/0 | {
"file_path": "transformers/src/transformers/integrations/npu_flash_attention.py",
"repo_id": "transformers",
"token_count": 2011
} | 405 |
#include "common.h"
template<typename T>
__device__ int set_insert(T *set, int set_size, T value) {
int slot = value % set_size;
int start_slot = slot;
while (true) {
T prev = atomicCAS(&set[slot], EMPTY_VALUE, value);
if (prev == EMPTY_VALUE || prev == value) {
return slot;
}
slot = (slot... | transformers/src/transformers/kernels/yoso/common_cuda_device.h/0 | {
"file_path": "transformers/src/transformers/kernels/yoso/common_cuda_device.h",
"repo_id": "transformers",
"token_count": 892
} | 406 |
# Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | transformers/src/transformers/modeling_attn_mask_utils.py/0 | {
"file_path": "transformers/src/transformers/modeling_attn_mask_utils.py",
"repo_id": "transformers",
"token_count": 9240
} | 407 |
# 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/aimv2/convert_aimv2_original_pytorch_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/aimv2/convert_aimv2_original_pytorch_to_hf.py",
"repo_id": "transformers",
"token_count": 4382
} | 408 |
# coding=utf-8
# Copyright 2022 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/audio_spectrogram_transformer/configuration_audio_spectrogram_transformer.py/0 | {
"file_path": "transformers/src/transformers/models/audio_spectrogram_transformer/configuration_audio_spectrogram_transformer.py",
"repo_id": "transformers",
"token_count": 2147
} | 409 |
# coding=utf-8
# Copyright 2023 The Suno AI 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/bark/modeling_bark.py/0 | {
"file_path": "transformers/src/transformers/models/bark/modeling_bark.py",
"repo_id": "transformers",
"token_count": 31038
} | 410 |
# coding=utf-8
# Copyright Microsoft Research and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENS... | transformers/src/transformers/models/beit/configuration_beit.py/0 | {
"file_path": "transformers/src/transformers/models/beit/configuration_beit.py",
"repo_id": "transformers",
"token_count": 4438
} | 411 |
# 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/blip_2/configuration_blip_2.py/0 | {
"file_path": "transformers/src/transformers/models/blip_2/configuration_blip_2.py",
"repo_id": "transformers",
"token_count": 6114
} | 412 |
# 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/canine/convert_canine_original_tf_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/canine/convert_canine_original_tf_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 742
} | 413 |
# coding=utf-8
# Copyright 2022 The OFA-Sys 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/... | transformers/src/transformers/models/chinese_clip/modeling_chinese_clip.py/0 | {
"file_path": "transformers/src/transformers/models/chinese_clip/modeling_chinese_clip.py",
"repo_id": "transformers",
"token_count": 22402
} | 414 |
# 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/clip/modeling_tf_clip.py/0 | {
"file_path": "transformers/src/transformers/models/clip/modeling_tf_clip.py",
"repo_id": "transformers",
"token_count": 25874
} | 415 |
# 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/colqwen2/convert_colqwen2_weights_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/colqwen2/convert_colqwen2_weights_to_hf.py",
"repo_id": "transformers",
"token_count": 3034
} | 416 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/src/transformers/models/convbert/modeling_tf_convbert.py/0 | {
"file_path": "transformers/src/transformers/models/convbert/modeling_tf_convbert.py",
"repo_id": "transformers",
"token_count": 26581
} | 417 |
# coding=utf-8
# Copyright 2018 Salesforce 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 at
#
# h... | transformers/src/transformers/models/ctrl/modeling_ctrl.py/0 | {
"file_path": "transformers/src/transformers/models/ctrl/modeling_ctrl.py",
"repo_id": "transformers",
"token_count": 13959
} | 418 |
# coding=utf-8
# Copyright 2024 IDEA Research and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENS... | transformers/src/transformers/models/dab_detr/modeling_dab_detr.py/0 | {
"file_path": "transformers/src/transformers/models/dab_detr/modeling_dab_detr.py",
"repo_id": "transformers",
"token_count": 31447
} | 419 |
# coding=utf-8
# Copyright 2022 Meta Platforms 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/LICEN... | transformers/src/transformers/models/data2vec/modeling_tf_data2vec_vision.py/0 | {
"file_path": "transformers/src/transformers/models/data2vec/modeling_tf_data2vec_vision.py",
"repo_id": "transformers",
"token_count": 32226
} | 420 |
# coding=utf-8
# Copyright 2020 Microsoft 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... | transformers/src/transformers/models/deberta_v2/tokenization_deberta_v2_fast.py/0 | {
"file_path": "transformers/src/transformers/models/deberta_v2/tokenization_deberta_v2_fast.py",
"repo_id": "transformers",
"token_count": 3526
} | 421 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/deepseek_vl/modular_deepseek_vl.py.
# Do NOT edit this file manually as any edits will be overwritten by the gene... | transformers/src/transformers/models/deepseek_vl/image_processing_deepseek_vl_fast.py/0 | {
"file_path": "transformers/src/transformers/models/deepseek_vl/image_processing_deepseek_vl_fast.py",
"repo_id": "transformers",
"token_count": 3461
} | 422 |
# coding=utf-8
# Copyright 2023, HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or a... | transformers/src/transformers/models/deprecated/gptsan_japanese/configuration_gptsan_japanese.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/gptsan_japanese/configuration_gptsan_japanese.py",
"repo_id": "transformers",
"token_count": 2860
} | 423 |
# 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/deprecated/mctct/feature_extraction_mctct.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/mctct/feature_extraction_mctct.py",
"repo_id": "transformers",
"token_count": 5589
} | 424 |
# coding=utf-8
# Copyright 2018 Google AI, Google Brain and Carnegie Mellon University Authors and the HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the Lice... | transformers/src/transformers/models/deprecated/transfo_xl/modeling_tf_transfo_xl_utilities.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/transfo_xl/modeling_tf_transfo_xl_utilities.py",
"repo_id": "transformers",
"token_count": 4106
} | 425 |
# 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/deprecated/vit_hybrid/convert_vit_hybrid_timm_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/vit_hybrid/convert_vit_hybrid_timm_to_pytorch.py",
"repo_id": "transformers",
"token_count": 5670
} | 426 |
# 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/src/transformers/models/depth_pro/image_processing_depth_pro_fast.py/0 | {
"file_path": "transformers/src/transformers/models/depth_pro/image_processing_depth_pro_fast.py",
"repo_id": "transformers",
"token_count": 2917
} | 427 |
# coding=utf-8
# Copyright 2023 Meta AI and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
... | transformers/src/transformers/models/dinov2/modeling_flax_dinov2.py/0 | {
"file_path": "transformers/src/transformers/models/dinov2/modeling_flax_dinov2.py",
"repo_id": "transformers",
"token_count": 13548
} | 428 |
# 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/donut/convert_donut_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/donut/convert_donut_to_pytorch.py",
"repo_id": "transformers",
"token_count": 4049
} | 429 |
# Copyright 2021 AlQuraishi Laboratory
# Copyright 2021 DeepMind Technologies Limited
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use 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/esm/openfold_utils/residue_constants.py/0 | {
"file_path": "transformers/src/transformers/models/esm/openfold_utils/residue_constants.py",
"repo_id": "transformers",
"token_count": 19076
} | 430 |
# coding=utf-8
# Copyright 2023 the Falcon authors and HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICE... | transformers/src/transformers/models/falcon/modeling_falcon.py/0 | {
"file_path": "transformers/src/transformers/models/falcon/modeling_falcon.py",
"repo_id": "transformers",
"token_count": 28193
} | 431 |
# coding=utf-8
# Copyright 2023 The HuggingFace Team 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/fastspeech2_conformer/tokenization_fastspeech2_conformer.py/0 | {
"file_path": "transformers/src/transformers/models/fastspeech2_conformer/tokenization_fastspeech2_conformer.py",
"repo_id": "transformers",
"token_count": 2654
} | 432 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/florence2/modular_florence2.py.
# Do NOT edit this file manually as any edits will be overwritten by the generati... | transformers/src/transformers/models/florence2/configuration_florence2.py/0 | {
"file_path": "transformers/src/transformers/models/florence2/configuration_florence2.py",
"repo_id": "transformers",
"token_count": 3809
} | 433 |
# coding=utf-8
# Copyright 2019-present, Facebook, Inc 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
#
# Un... | transformers/src/transformers/models/fsmt/configuration_fsmt.py/0 | {
"file_path": "transformers/src/transformers/models/fsmt/configuration_fsmt.py",
"repo_id": "transformers",
"token_count": 4166
} | 434 |
# 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/fuyu/processing_fuyu.py/0 | {
"file_path": "transformers/src/transformers/models/fuyu/processing_fuyu.py",
"repo_id": "transformers",
"token_count": 15849
} | 435 |
# 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/gemma3/convert_gemma3_weights_orbax_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/gemma3/convert_gemma3_weights_orbax_to_hf.py",
"repo_id": "transformers",
"token_count": 10722
} | 436 |
# coding=utf-8
# Copyright 2022 Microsoft Research and The HuggingFace Inc. team.
# All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses... | transformers/src/transformers/models/git/modeling_git.py/0 | {
"file_path": "transformers/src/transformers/models/git/modeling_git.py",
"repo_id": "transformers",
"token_count": 26937
} | 437 |
# 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/gpt2/modeling_gpt2.py/0 | {
"file_path": "transformers/src/transformers/models/gpt2/modeling_gpt2.py",
"repo_id": "transformers",
"token_count": 32624
} | 438 |
# 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/groupvit/configuration_groupvit.py/0 | {
"file_path": "transformers/src/transformers/models/groupvit/configuration_groupvit.py",
"repo_id": "transformers",
"token_count": 7592
} | 439 |
# 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/hiera/configuration_hiera.py/0 | {
"file_path": "transformers/src/transformers/models/hiera/configuration_hiera.py",
"repo_id": "transformers",
"token_count": 3701
} | 440 |
# 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_tf.py/0 | {
"file_path": "transformers/src/transformers/models/idefics/vision_tf.py",
"repo_id": "transformers",
"token_count": 11476
} | 441 |
# 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/processing_internvl.py/0 | {
"file_path": "transformers/src/transformers/models/internvl/processing_internvl.py",
"repo_id": "transformers",
"token_count": 6500
} | 442 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/kyutai_speech_to_text/modular_kyutai_speech_to_text.py.
# Do NOT edit this file manually as any edits will be ove... | transformers/src/transformers/models/kyutai_speech_to_text/modeling_kyutai_speech_to_text.py/0 | {
"file_path": "transformers/src/transformers/models/kyutai_speech_to_text/modeling_kyutai_speech_to_text.py",
"repo_id": "transformers",
"token_count": 28229
} | 443 |
# coding=utf-8
# Copyright Microsoft Research and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENS... | transformers/src/transformers/models/layoutlmv2/tokenization_layoutlmv2.py/0 | {
"file_path": "transformers/src/transformers/models/layoutlmv2/tokenization_layoutlmv2.py",
"repo_id": "transformers",
"token_count": 33081
} | 444 |
# 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... | transformers/src/transformers/models/lfm2/modular_lfm2.py/0 | {
"file_path": "transformers/src/transformers/models/lfm2/modular_lfm2.py",
"repo_id": "transformers",
"token_count": 9563
} | 445 |
# 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/src/transformers/models/llama/tokenization_llama_fast.py/0 | {
"file_path": "transformers/src/transformers/models/llama/tokenization_llama_fast.py",
"repo_id": "transformers",
"token_count": 4405
} | 446 |
# 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_next/convert_llava_next_weights_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/llava_next/convert_llava_next_weights_to_hf.py",
"repo_id": "transformers",
"token_count": 8457
} | 447 |
# 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/LICENSE-2.0
#
#... | transformers/src/transformers/models/m2m_100/convert_m2m100_original_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/m2m_100/convert_m2m100_original_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 1226
} | 448 |
# 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/mask2former/modular_mask2former.py/0 | {
"file_path": "transformers/src/transformers/models/mask2former/modular_mask2former.py",
"repo_id": "transformers",
"token_count": 6727
} | 449 |
"""
This script allows you to convert MetaCLIP 2 (worldwide) checkpoints from the
original repository to the Hugging Face format.
URL: https://github.com/facebookresearch/MetaCLIP
To convert:
1. git clone the MetaCLIP repository
2. place it in the same directory as this script
3. move the conversion script to the Met... | transformers/src/transformers/models/metaclip_2/convert_metaclip_2_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/metaclip_2/convert_metaclip_2_to_hf.py",
"repo_id": "transformers",
"token_count": 7819
} | 450 |
# coding=utf-8
# Copyright 2023 Mistral AI 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/mixtral/modular_mixtral.py/0 | {
"file_path": "transformers/src/transformers/models/mixtral/modular_mixtral.py",
"repo_id": "transformers",
"token_count": 7809
} | 451 |
# 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_tf_mobilevit.py/0 | {
"file_path": "transformers/src/transformers/models/mobilevit/modeling_tf_mobilevit.py",
"repo_id": "transformers",
"token_count": 24166
} | 452 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/moonshine/modular_moonshine.py.
# Do NOT edit this file manually as any edits will be overwritten by the generati... | transformers/src/transformers/models/moonshine/modeling_moonshine.py/0 | {
"file_path": "transformers/src/transformers/models/moonshine/modeling_moonshine.py",
"repo_id": "transformers",
"token_count": 21235
} | 453 |
# coding=utf-8
# Copyright 2024 Meta AI and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
... | transformers/src/transformers/models/musicgen_melody/configuration_musicgen_melody.py/0 | {
"file_path": "transformers/src/transformers/models/musicgen_melody/configuration_musicgen_melody.py",
"repo_id": "transformers",
"token_count": 4480
} | 454 |
# coding=utf-8
# Copyright 2024 HuggingFace Inc. team. All rights reserved.
# 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
#
# ... | transformers/src/transformers/models/nemotron/modeling_nemotron.py/0 | {
"file_path": "transformers/src/transformers/models/nemotron/modeling_nemotron.py",
"repo_id": "transformers",
"token_count": 18700
} | 455 |
# 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/processing_ovis2.py/0 | {
"file_path": "transformers/src/transformers/models/ovis2/processing_ovis2.py",
"repo_id": "transformers",
"token_count": 3282
} | 456 |
from typing import Callable, Optional
import torch
import torch.nn as nn
from ...cache_utils import Cache, DynamicCache
from ...masking_utils import create_causal_mask
from ...modeling_layers import GradientCheckpointingLayer
from ...modeling_outputs import (
BaseModelOutputWithPast,
)
from ...modeling_utils impo... | transformers/src/transformers/models/phi/modular_phi.py/0 | {
"file_path": "transformers/src/transformers/models/phi/modular_phi.py",
"repo_id": "transformers",
"token_count": 5128
} | 457 |
# coding=utf-8
# Copyright 2023 The Pop2Piano 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/license... | transformers/src/transformers/models/pop2piano/modeling_pop2piano.py/0 | {
"file_path": "transformers/src/transformers/models/pop2piano/modeling_pop2piano.py",
"repo_id": "transformers",
"token_count": 27683
} | 458 |
# coding=utf-8
# Copyright 2023 Authors: Wenhai Wang, Enze Xie, Xiang Li, Deng-Ping Fan,
# Kaitao Song, Ding Liang, Tong Lu, Ping Luo, Ling Shao and The HuggingFace Inc. team.
# All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with... | transformers/src/transformers/models/pvt/convert_pvt_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/pvt/convert_pvt_to_pytorch.py",
"repo_id": "transformers",
"token_count": 4513
} | 459 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# 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/modeling_qwen2_5_omni.py/0 | {
"file_path": "transformers/src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py",
"repo_id": "transformers",
"token_count": 82674
} | 460 |
# 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/modeling_rag.py/0 | {
"file_path": "transformers/src/transformers/models/rag/modeling_rag.py",
"repo_id": "transformers",
"token_count": 37154
} | 461 |
# coding=utf-8
# Copyright 2022 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/models/regnet/convert_regnet_seer_10b_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/regnet/convert_regnet_seer_10b_to_pytorch.py",
"repo_id": "transformers",
"token_count": 5006
} | 462 |
# coding=utf-8
# Copyright 2022 Microsoft Research, Inc. and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/lice... | transformers/src/transformers/models/resnet/modeling_resnet.py/0 | {
"file_path": "transformers/src/transformers/models/resnet/modeling_resnet.py",
"repo_id": "transformers",
"token_count": 7214
} | 463 |
# 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/rt_detr/convert_rt_detr_original_pytorch_checkpoint_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/rt_detr/convert_rt_detr_original_pytorch_checkpoint_to_hf.py",
"repo_id": "transformers",
"token_count": 17771
} | 464 |
# 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/sam/configuration_sam.py/0 | {
"file_path": "transformers/src/transformers/models/sam/configuration_sam.py",
"repo_id": "transformers",
"token_count": 5599
} | 465 |
# 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": 1969
} | 466 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/segformer/modular_segformer.py.
# Do NOT edit this file manually as any edits will be overwritten by the generati... | transformers/src/transformers/models/segformer/image_processing_segformer_fast.py/0 | {
"file_path": "transformers/src/transformers/models/segformer/image_processing_segformer_fast.py",
"repo_id": "transformers",
"token_count": 4491
} | 467 |
# coding=utf-8
# Copyright 2021 ASAPP 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/sew_d/configuration_sew_d.py/0 | {
"file_path": "transformers/src/transformers/models/sew_d/configuration_sew_d.py",
"repo_id": "transformers",
"token_count": 6396
} | 468 |
# 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/speech_to_text/processing_speech_to_text.py/0 | {
"file_path": "transformers/src/transformers/models/speech_to_text/processing_speech_to_text.py",
"repo_id": "transformers",
"token_count": 1575
} | 469 |
# 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/modeling_superglue.py/0 | {
"file_path": "transformers/src/transformers/models/superglue/modeling_superglue.py",
"repo_id": "transformers",
"token_count": 15245
} | 470 |
# coding=utf-8
# Copyright 2022 SwitchTransformers Authors and HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Un... | transformers/src/transformers/models/switch_transformers/modeling_switch_transformers.py/0 | {
"file_path": "transformers/src/transformers/models/switch_transformers/modeling_switch_transformers.py",
"repo_id": "transformers",
"token_count": 36440
} | 471 |
# coding=utf-8
# Copyright 2024 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/modeling_textnet.py/0 | {
"file_path": "transformers/src/transformers/models/textnet/modeling_textnet.py",
"repo_id": "transformers",
"token_count": 7047
} | 472 |
# coding=utf-8
# Copyright 2024 Microsoft Research & University of Wisconsin-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
#
# ... | transformers/src/transformers/models/video_llava/configuration_video_llava.py/0 | {
"file_path": "transformers/src/transformers/models/video_llava/configuration_video_llava.py",
"repo_id": "transformers",
"token_count": 2427
} | 473 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | transformers/src/transformers/models/vision_text_dual_encoder/modeling_flax_vision_text_dual_encoder.py/0 | {
"file_path": "transformers/src/transformers/models/vision_text_dual_encoder/modeling_flax_vision_text_dual_encoder.py",
"repo_id": "transformers",
"token_count": 11079
} | 474 |
# coding=utf-8
# Copyright 2021 Google AI, Ross Wightman, 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/vit/modeling_tf_vit.py/0 | {
"file_path": "transformers/src/transformers/models/vit/modeling_tf_vit.py",
"repo_id": "transformers",
"token_count": 15713
} | 475 |
# 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/vitmatte/convert_vitmatte_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/vitmatte/convert_vitmatte_to_hf.py",
"repo_id": "transformers",
"token_count": 2679
} | 476 |
# coding=utf-8
# Copyright 2023 The Kakao Enterprise Authors, the MMS-TTS 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
#
# h... | transformers/src/transformers/models/vits/tokenization_vits.py/0 | {
"file_path": "transformers/src/transformers/models/vits/tokenization_vits.py",
"repo_id": "transformers",
"token_count": 3967
} | 477 |
# 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/voxtral/modular_voxtral.py/0 | {
"file_path": "transformers/src/transformers/models/voxtral/modular_voxtral.py",
"repo_id": "transformers",
"token_count": 4703
} | 478 |
import math
from typing import Optional, Union
import torch
from torch import nn
from torch.nn import CrossEntropyLoss
from ...activations import ACT2FN
from ...integrations.deepspeed import is_deepspeed_zero3_enabled
from ...integrations.fsdp import is_fsdp_managed_module
from ...modeling_attn_mask_utils import _pre... | transformers/src/transformers/models/wav2vec2_bert/modular_wav2vec2_bert.py/0 | {
"file_path": "transformers/src/transformers/models/wav2vec2_bert/modular_wav2vec2_bert.py",
"repo_id": "transformers",
"token_count": 19773
} | 479 |
import math
from typing import Optional, Union
import torch
import torch.nn as nn
import torch.nn.functional as F
from ...integrations.deepspeed import is_deepspeed_zero3_enabled
from ...integrations.fsdp import is_fsdp_managed_module
from ...modeling_layers import GradientCheckpointingLayer
from ...modeling_outputs ... | transformers/src/transformers/models/wavlm/modular_wavlm.py/0 | {
"file_path": "transformers/src/transformers/models/wavlm/modular_wavlm.py",
"repo_id": "transformers",
"token_count": 10450
} | 480 |
# coding=utf-8
# Copyright 2022 Microsoft Research 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/LICENS... | transformers/src/transformers/models/x_clip/modeling_x_clip.py/0 | {
"file_path": "transformers/src/transformers/models/x_clip/modeling_x_clip.py",
"repo_id": "transformers",
"token_count": 28211
} | 481 |
# 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/models/xlm/convert_xlm_original_pytorch_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/xlm/convert_xlm_original_pytorch_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 1112
} | 482 |
# coding=utf-8
# Copyright 2018 Google AI, Google Brain and Carnegie Mellon University Authors and the HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the Lice... | transformers/src/transformers/models/xlnet/configuration_xlnet.py/0 | {
"file_path": "transformers/src/transformers/models/xlnet/configuration_xlnet.py",
"repo_id": "transformers",
"token_count": 4350
} | 483 |
# Copyright 2023 The HuggingFace Team. All rights reserved.
import datetime
import platform
import subprocess
from typing import Optional, Union
import numpy as np
def ffmpeg_read(bpayload: bytes, sampling_rate: int) -> np.array:
"""
Helper function to read an audio file through ffmpeg.
"""
ar = f"{s... | transformers/src/transformers/pipelines/audio_utils.py/0 | {
"file_path": "transformers/src/transformers/pipelines/audio_utils.py",
"repo_id": "transformers",
"token_count": 4989
} | 484 |
import inspect
import types
import warnings
from collections.abc import Iterable
from typing import TYPE_CHECKING, Optional, Union
import numpy as np
from ..data import SquadExample, SquadFeatures, squad_convert_examples_to_features
from ..modelcard import ModelCard
from ..tokenization_utils import PreTrainedTokenize... | transformers/src/transformers/pipelines/question_answering.py/0 | {
"file_path": "transformers/src/transformers/pipelines/question_answering.py",
"repo_id": "transformers",
"token_count": 13992
} | 485 |
# 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/quantizers/quantizer_hqq.py/0 | {
"file_path": "transformers/src/transformers/quantizers/quantizer_hqq.py",
"repo_id": "transformers",
"token_count": 5741
} | 486 |
# 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 law or agreed ... | transformers/src/transformers/tokenization_utils.py/0 | {
"file_path": "transformers/src/transformers/tokenization_utils.py",
"repo_id": "transformers",
"token_count": 21779
} | 487 |
# 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/utils/chat_template_utils.py/0 | {
"file_path": "transformers/src/transformers/utils/chat_template_utils.py",
"repo_id": "transformers",
"token_count": 9085
} | 488 |
# This file is autogenerated by the command `make fix-copies`, do not edit.
from ..utils import DummyObject, requires_backends
class PreTrainedTokenizerFast(metaclass=DummyObject):
_backends = ["tokenizers"]
def __init__(self, *args, **kwargs):
requires_backends(self, ["tokenizers"])
| transformers/src/transformers/utils/dummy_tokenizers_objects.py/0 | {
"file_path": "transformers/src/transformers/utils/dummy_tokenizers_objects.py",
"repo_id": "transformers",
"token_count": 104
} | 489 |
# Copyright 2023 The HuggingFace Team Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed t... | transformers/tests/bettertransformer/test_integration.py/0 | {
"file_path": "transformers/tests/bettertransformer/test_integration.py",
"repo_id": "transformers",
"token_count": 1106
} | 490 |
# Copyright 2020 The HuggingFace Team Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a clone of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed ... | transformers/tests/generation/test_stopping_criteria.py/0 | {
"file_path": "transformers/tests/generation/test_stopping_criteria.py",
"repo_id": "transformers",
"token_count": 5122
} | 491 |
# 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/arcee/test_modeling_arcee.py/0 | {
"file_path": "transformers/tests/models/arcee/test_modeling_arcee.py",
"repo_id": "transformers",
"token_count": 2429
} | 492 |
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