path	# lines of code
utils/update_metadata.py	236
utils/check_dummies.py	113
utils/notification_service.py	1109
utils/modular_model_converter.py	1170
utils/pr_slow_ci_models.py	77
utils/check_copies.py	622
utils/check_tf_ops.py	60
utils/deprecate_models.py	231
utils/extract_warnings.py	97
utils/fetch_hub_objects_for_ci.py	8
utils/sort_auto_mappings.py	53
utils/patch_helper.py	87
utils/create_dummy_models.py	1126
utils/check_self_hosted_runner.py	42
utils/print_env.py	43
utils/check_doctest_list.py	33
utils/get_runner_map.py	31
utils/past_ci_versions.py	118
utils/process_test_artifacts.py	36
utils/check_bad_commit.py	97
utils/custom_init_isort.py	146
utils/create_dependency_mapping.py	39
utils/check_repo.py	960
utils/check_modular_conversion.py	136
utils/get_github_job_time.py	42
utils/get_modified_files.py	11
utils/download_glue_data.py	120
utils/get_test_info.py	105
utils/set_cuda_devices_for_ci.py	18
utils/check_config_docstrings.py	55
utils/extract_pr_number_from_circleci.py	11
utils/check_config_attributes.py	371
utils/check_model_tester.py	38
utils/check_doc_toc.py	56
utils/check_pipeline_typing.py	53
utils/process_bad_commit_report.py	80
utils/get_previous_daily_ci.py	93
utils/update_tiny_models.py	149
utils/check_build.py	27
utils/get_ci_error_statistics.py	205
utils/check_inits.py	191
utils/release.py	83
utils/process_circleci_workflow_test_reports.py	56
utils/check_docstrings.py	1214
utils/models_to_deprecate.py	141
utils/split_doctest_jobs.py	46
scripts/distributed/torch-distributed-gpu-test.py	32
scripts/check_tokenizers.py	123
scripts/stale.py	47
src/transformers/time_series_utils.py	127
src/transformers/modeling_outputs.py	340
src/transformers/modeling_gguf_pytorch_utils.py	326
src/transformers/generation/stopping_criteria.py	222
src/transformers/generation/__init__.py	327
src/transformers/generation/streamers.py	115
src/transformers/generation/flax_utils.py	674
src/transformers/generation/beam_constraints.py	292
src/transformers/generation/logits_process.py	1175
src/transformers/generation/continuous_batching.py	1042
src/transformers/generation/beam_search.py	603
src/transformers/generation/watermarking.py	221
src/transformers/generation/candidate_generator.py	726
src/transformers/generation/flax_logits_process.py	270
src/transformers/generation/tf_logits_process.py	330
src/transformers/generation/utils.py	3555
src/transformers/generation/configuration_utils.py	796
src/transformers/generation/tf_utils.py	1816
src/transformers/convert_pytorch_checkpoint_to_tf2.py	382
src/transformers/convert_slow_tokenizer.py	1054
src/transformers/trainer_utils.py	531
src/transformers/trainer_callback.py	389
src/transformers/cache_utils.py	1319
src/transformers/file_utils.py	109
src/transformers/modeling_layers.py	32
src/transformers/feature_extraction_utils.py	361
src/transformers/optimization.py	422
src/transformers/keras_callbacks.py	258
src/transformers/pipelines/base.py	972
src/transformers/pipelines/text2text_generation.py	181
src/transformers/pipelines/document_question_answering.py	354
src/transformers/pipelines/mask_generation.py	183
src/transformers/pipelines/zero_shot_object_detection.py	109
src/transformers/pipelines/audio_classification.py	129
src/transformers/pipelines/token_classification.py	454
src/transformers/pipelines/pt_utils.py	159
src/transformers/pipelines/question_answering.py	437
src/transformers/pipelines/__init__.py	887
src/transformers/pipelines/table_question_answering.py	264
src/transformers/pipelines/text_to_audio.py	119
src/transformers/pipelines/zero_shot_classification.py	152
src/transformers/pipelines/depth_estimation.py	64
src/transformers/pipelines/image_feature_extraction.py	48
src/transformers/pipelines/zero_shot_audio_classification.py	75
src/transformers/pipelines/automatic_speech_recognition.py	399
src/transformers/pipelines/text_generation.py	336
src/transformers/pipelines/image_text_to_text.py	289
src/transformers/pipelines/image_to_text.py	127
src/transformers/pipelines/visual_question_answering.py	101
src/transformers/pipelines/image_segmentation.py	121
src/transformers/pipelines/audio_utils.py	186
src/transformers/pipelines/feature_extraction.py	38
src/transformers/pipelines/fill_mask.py	155
src/transformers/pipelines/image_to_image.py	58
src/transformers/pipelines/video_classification.py	102
src/transformers/pipelines/object_detection.py	105
src/transformers/pipelines/zero_shot_image_classification.py	125
src/transformers/pipelines/image_classification.py	111
src/transformers/pipelines/text_classification.py	124
src/transformers/data/metrics/squad_metrics.py	533
src/transformers/data/metrics/__init__.py	71
src/transformers/data/data_collator.py	1231
src/transformers/data/__init__.py	32
src/transformers/data/processors/squad.py	584
src/transformers/data/processors/__init__.py	4
src/transformers/data/processors/glue.py	422
src/transformers/data/processors/utils.py	216
src/transformers/data/processors/xnli.py	59
src/transformers/data/datasets/squad.py	176
src/transformers/data/datasets/__init__.py	9
src/transformers/data/datasets/language_modeling.py	346
src/transformers/data/datasets/glue.py	115
src/transformers/utils/dummy_torchvision_objects.py	9
src/transformers/utils/notebook.py	240
src/transformers/utils/backbone_utils.py	210
src/transformers/utils/dummy_pt_objects.py	368
src/transformers/utils/deprecation.py	69
src/transformers/utils/bitsandbytes.py	12
src/transformers/utils/peft_utils.py	57
src/transformers/utils/__init__.py	318
src/transformers/utils/dummy_timm_and_torchvision_objects.py	5
src/transformers/utils/dummy_detectron2_objects.py	7
src/transformers/utils/fx.py	1119
src/transformers/utils/doc.py	390
src/transformers/utils/dummy_essentia_and_librosa_and_pretty_midi_and_scipy_and_torch_objects.py	13
src/transformers/utils/dummy_tf_objects.py	101
src/transformers/utils/dummy_speech_objects.py	9
src/transformers/utils/dummy_flax_objects.py	61
src/transformers/utils/generic.py	545
src/transformers/utils/hub.py	736
src/transformers/utils/dummy_vision_objects.py	13
src/transformers/utils/hp_naming.py	113
src/transformers/utils/quantization_config.py	1149
src/transformers/utils/constants.py	6
src/transformers/utils/dummy_torchaudio_objects.py	17
src/transformers/utils/metrics.py	274
src/transformers/utils/model_parallel_utils.py	30
src/transformers/utils/chat_template_utils.py	309
src/transformers/utils/import_utils.py	1504
src/transformers/utils/dummy_tensorflow_text_objects.py	5
src/transformers/utils/dummy_tokenizers_objects.py	5
src/transformers/utils/versions.py	66
src/transformers/utils/dummy_sentencepiece_and_tokenizers_objects.py	4
src/transformers/utils/dummy_sentencepiece_objects.py	145
src/transformers/utils/args_doc.py	1125
src/transformers/utils/logging.py	182
src/transformers/utils/attention_visualizer.py	189
src/transformers/utils/dummy_music_objects.py	9
src/transformers/models/qwen2_vl/__init__.py	13
src/transformers/models/qwen2_vl/video_processing_qwen2_vl.py	230
src/transformers/models/qwen2_vl/image_processing_qwen2_vl_fast.py	297
src/transformers/models/qwen2_vl/image_processing_qwen2_vl.py	300
src/transformers/models/qwen2_vl/configuration_qwen2_vl.py	139
src/transformers/models/qwen2_vl/modeling_qwen2_vl.py	1095
src/transformers/models/qwen2_vl/processing_qwen2_vl.py	134
src/transformers/models/wavlm/convert_wavlm_original_s3prl_checkpoint_to_pytorch.py	70
src/transformers/models/wavlm/modeling_wavlm.py	1166
src/transformers/models/wavlm/__init__.py	10
src/transformers/models/wavlm/modular_wavlm.py	434
src/transformers/models/wavlm/convert_wavlm_original_pytorch_checkpoint_to_pytorch.py	154
src/transformers/models/wavlm/configuration_wavlm.py	137
src/transformers/models/byt5/__init__.py	9
src/transformers/models/byt5/tokenization_byt5.py	109
src/transformers/models/byt5/convert_byt5_original_tf_checkpoint_to_pytorch.py	30
src/transformers/models/udop/processing_udop.py	110
src/transformers/models/udop/__init__.py	13
src/transformers/models/udop/tokenization_udop_fast.py	631
src/transformers/models/udop/modeling_udop.py	1371
src/transformers/models/udop/tokenization_udop.py	920
src/transformers/models/udop/configuration_udop.py	73
src/transformers/models/vivit/configuration_vivit.py	40
src/transformers/models/vivit/__init__.py	11
src/transformers/models/vivit/image_processing_vivit.py	223
src/transformers/models/vivit/modeling_vivit.py	410
src/transformers/models/vivit/convert_vivit_flax_to_pytorch.py	143
src/transformers/models/encoder_decoder/__init__.py	12
src/transformers/models/encoder_decoder/modeling_tf_encoder_decoder.py	353
src/transformers/models/encoder_decoder/modeling_encoder_decoder.py	353
src/transformers/models/encoder_decoder/modeling_flax_encoder_decoder.py	483
src/transformers/models/encoder_decoder/configuration_encoder_decoder.py	33
src/transformers/models/oneformer/__init__.py	12
src/transformers/models/oneformer/convert_to_hf_oneformer.py	915
src/transformers/models/oneformer/modeling_oneformer.py	2051
src/transformers/models/oneformer/processing_oneformer.py	89
src/transformers/models/oneformer/configuration_oneformer.py	132
src/transformers/models/oneformer/image_processing_oneformer.py	809
src/transformers/models/funnel/modeling_tf_funnel.py	1321
src/transformers/models/funnel/configuration_funnel.py	81
src/transformers/models/funnel/__init__.py	14
src/transformers/models/funnel/tokenization_funnel_fast.py	89
src/transformers/models/funnel/tokenization_funnel.py	296
src/transformers/models/funnel/convert_funnel_original_tf_checkpoint_to_pytorch.py	34
src/transformers/models/funnel/modeling_funnel.py	1066
src/transformers/models/vitpose_backbone/__init__.py	10
src/transformers/models/vitpose_backbone/modeling_vitpose_backbone.py	348
src/transformers/models/vitpose_backbone/configuration_vitpose_backbone.py	49
src/transformers/models/ibert/configuration_ibert.py	60
src/transformers/models/ibert/modeling_ibert.py	934
src/transformers/models/ibert/__init__.py	10
src/transformers/models/ibert/quant_modules.py	467
src/transformers/models/gptj/modeling_tf_gptj.py	771
src/transformers/models/gptj/__init__.py	12
src/transformers/models/gptj/modeling_gptj.py	908
src/transformers/models/gptj/modeling_flax_gptj.py	484
src/transformers/models/gptj/configuration_gptj.py	122
src/transformers/models/dpr/tokenization_dpr.py	155
src/transformers/models/dpr/__init__.py	13
src/transformers/models/dpr/modeling_tf_dpr.py	423
src/transformers/models/dpr/modeling_dpr.py	330
src/transformers/models/dpr/convert_dpr_original_checkpoint_to_pytorch.py	105
src/transformers/models/dpr/configuration_dpr.py	41
src/transformers/models/dpr/tokenization_dpr_fast.py	156
src/transformers/models/segformer/image_processing_segformer.py	287
src/transformers/models/segformer/feature_extraction_segformer.py	15
src/transformers/models/segformer/__init__.py	13
src/transformers/models/segformer/modeling_segformer.py	509
src/transformers/models/segformer/modeling_tf_segformer.py	740
src/transformers/models/segformer/configuration_segformer.py	75
src/transformers/models/segformer/convert_segformer_original_to_pytorch.py	314
src/transformers/models/videomae/__init__.py	12
src/transformers/models/videomae/feature_extraction_videomae.py	15
src/transformers/models/videomae/configuration_videomae.py	54
src/transformers/models/videomae/convert_videomae_to_pytorch.py	260
src/transformers/models/videomae/image_processing_videomae.py	199
src/transformers/models/videomae/modeling_videomae.py	606
src/transformers/models/m2m_100/__init__.py	11
src/transformers/models/m2m_100/convert_m2m100_original_checkpoint_to_pytorch.py	57
src/transformers/models/m2m_100/modeling_m2m_100.py	949
src/transformers/models/m2m_100/configuration_m2m_100.py	165
src/transformers/models/m2m_100/tokenization_m2m_100.py	211
src/transformers/models/siglip2/modular_siglip2.py	326
src/transformers/models/siglip2/configuration_siglip2.py	84
src/transformers/models/siglip2/__init__.py	13
src/transformers/models/siglip2/convert_siglip2_to_hf.py	291
src/transformers/models/siglip2/image_processing_siglip2_fast.py	121
src/transformers/models/siglip2/modeling_siglip2.py	773
src/transformers/models/siglip2/image_processing_siglip2.py	180
src/transformers/models/siglip2/processing_siglip2.py	65
src/transformers/models/rembert/convert_rembert_tf_checkpoint_to_pytorch.py	32
src/transformers/models/rembert/modeling_tf_rembert.py	1235
src/transformers/models/rembert/__init__.py	13
src/transformers/models/rembert/configuration_rembert.py	68
src/transformers/models/rembert/modeling_rembert.py	998
src/transformers/models/rembert/tokenization_rembert.py	108
src/transformers/models/rembert/tokenization_rembert_fast.py	84
src/transformers/models/blip_2/configuration_blip_2.py	131
src/transformers/models/blip_2/processing_blip_2.py	98
src/transformers/models/blip_2/__init__.py	11
src/transformers/models/blip_2/modeling_blip_2.py	1546
src/transformers/models/blip_2/convert_blip_2_original_to_pytorch.py	282
src/transformers/models/chameleon/image_processing_chameleon_fast.py	68
src/transformers/models/chameleon/modeling_chameleon.py	909
src/transformers/models/chameleon/__init__.py	13
src/transformers/models/chameleon/convert_chameleon_weights_to_hf.py	378
src/transformers/models/chameleon/configuration_chameleon.py	121
src/transformers/models/chameleon/image_processing_chameleon.py	175
src/transformers/models/chameleon/processing_chameleon.py	103
src/transformers/models/mbart/modeling_flax_mbart.py	1197
src/transformers/models/mbart/__init__.py	14
src/transformers/models/mbart/modeling_mbart.py	1268
src/transformers/models/mbart/tokenization_mbart_fast.py	149
src/transformers/models/mbart/tokenization_mbart.py	188
src/transformers/models/mbart/modeling_tf_mbart.py	988
src/transformers/models/mbart/convert_mbart_original_checkpoint_to_pytorch.py	54
src/transformers/models/mbart/configuration_mbart.py	262
src/transformers/models/glpn/configuration_glpn.py	48
src/transformers/models/glpn/feature_extraction_glpn.py	15
src/transformers/models/glpn/__init__.py	12
src/transformers/models/glpn/modeling_glpn.py	455
src/transformers/models/glpn/image_processing_glpn.py	130
src/transformers/models/glpn/convert_glpn_to_pytorch.py	151
src/transformers/models/qwen2_5_vl/__init__.py	11
src/transformers/models/qwen2_5_vl/modeling_qwen2_5_vl.py	1167
src/transformers/models/qwen2_5_vl/processing_qwen2_5_vl.py	146
src/transformers/models/qwen2_5_vl/modular_qwen2_5_vl.py	712
src/transformers/models/qwen2_5_vl/configuration_qwen2_5_vl.py	143
src/transformers/models/focalnet/modeling_focalnet.py	613
src/transformers/models/focalnet/__init__.py	10
src/transformers/models/focalnet/convert_focalnet_to_hf_format.py	177
src/transformers/models/focalnet/configuration_focalnet.py	61
src/transformers/models/internvl/modeling_internvl.py	697
src/transformers/models/internvl/processing_internvl.py	186
src/transformers/models/internvl/configuration_internvl.py	89
src/transformers/models/internvl/modular_internvl.py	478
src/transformers/models/internvl/video_processing_internvl.py	127
src/transformers/models/internvl/convert_internvl_weights_to_hf.py	360
src/transformers/models/internvl/__init__.py	12
src/transformers/models/mobilevit/image_processing_mobilevit.py	293
src/transformers/models/mobilevit/__init__.py	14
src/transformers/models/mobilevit/modeling_tf_mobilevit.py	994
src/transformers/models/mobilevit/feature_extraction_mobilevit.py	15
src/transformers/models/mobilevit/modeling_mobilevit.py	725
src/transformers/models/mobilevit/configuration_mobilevit.py	72
src/transformers/models/mobilevit/image_processing_mobilevit_fast.py	154
src/transformers/models/mobilevit/convert_mlcvnets_to_pytorch.py	240
src/transformers/models/speecht5/number_normalizer.py	137
src/transformers/models/speecht5/feature_extraction_speecht5.py	233
src/transformers/models/speecht5/modeling_speecht5.py	1987
src/transformers/models/speecht5/processing_speecht5.py	88
src/transformers/models/speecht5/__init__.py	13
src/transformers/models/speecht5/configuration_speecht5.py	174
src/transformers/models/speecht5/tokenization_speecht5.py	125
src/transformers/models/speecht5/convert_speecht5_original_pytorch_checkpoint_to_pytorch.py	343
src/transformers/models/speecht5/convert_hifigan.py	70
src/transformers/models/herbert/__init__.py	10
src/transformers/models/herbert/tokenization_herbert.py	402
src/transformers/models/herbert/tokenization_herbert_fast.py	54
src/transformers/models/falcon_mamba/__init__.py	10
src/transformers/models/falcon_mamba/modeling_falcon_mamba.py	562
src/transformers/models/falcon_mamba/configuration_falcon_mamba.py	63
src/transformers/models/llava_next/__init__.py	13
src/transformers/models/llava_next/convert_llava_next_weights_to_hf.py	291
src/transformers/models/llava_next/image_processing_llava_next_fast.py	190
src/transformers/models/llava_next/modeling_llava_next.py	504
src/transformers/models/llava_next/configuration_llava_next.py	67
src/transformers/models/llava_next/image_processing_llava_next.py	365
src/transformers/models/llava_next/processing_llava_next.py	166
src/transformers/models/convbert/configuration_convbert.py	71
src/transformers/models/convbert/__init__.py	13
src/transformers/models/convbert/convert_convbert_original_tf1_checkpoint_to_pytorch_and_tf2.py	31
src/transformers/models/convbert/tokenization_convbert.py	271
src/transformers/models/convbert/modeling_tf_convbert.py	1082
src/transformers/models/convbert/tokenization_convbert_fast.py	60
src/transformers/models/convbert/modeling_convbert.py	1010
src/transformers/models/dbrx/modeling_dbrx.py	878
src/transformers/models/dbrx/__init__.py	10
src/transformers/models/dbrx/configuration_dbrx.py	106
src/transformers/models/mllama/image_processing_mllama.py	370
src/transformers/models/mllama/__init__.py	12
src/transformers/models/mllama/processing_mllama.py	170
src/transformers/models/mllama/configuration_mllama.py	136
src/transformers/models/mllama/modeling_mllama.py	1323
src/transformers/models/mllama/convert_mllama_weights_to_hf.py	488
src/transformers/models/pix2struct/configuration_pix2struct.py	139
src/transformers/models/pix2struct/__init__.py	12
src/transformers/models/pix2struct/modeling_pix2struct.py	1100
src/transformers/models/pix2struct/image_processing_pix2struct.py	218
src/transformers/models/pix2struct/convert_pix2struct_original_pytorch_to_hf.py	105
src/transformers/models/pix2struct/processing_pix2struct.py	87
src/transformers/models/audio_spectrogram_transformer/convert_audio_spectrogram_transformer_original_to_pytorch.py	212
src/transformers/models/audio_spectrogram_transformer/feature_extraction_audio_spectrogram_transformer.py	132
src/transformers/models/audio_spectrogram_transformer/__init__.py	11
src/transformers/models/audio_spectrogram_transformer/configuration_audio_spectrogram_transformer.py	45
src/transformers/models/audio_spectrogram_transformer/modeling_audio_spectrogram_transformer.py	388
src/transformers/models/distilbert/__init__.py	14
src/transformers/models/distilbert/configuration_distilbert.py	60
src/transformers/models/distilbert/modeling_flax_distilbert.py	659
src/transformers/models/distilbert/modeling_tf_distilbert.py	808
src/transformers/models/distilbert/modeling_distilbert.py	793
src/transformers/models/distilbert/tokenization_distilbert_fast.py	61
src/transformers/models/distilbert/tokenization_distilbert.py	272
src/transformers/models/instructblip/__init__.py	11
src/transformers/models/instructblip/configuration_instructblip.py	130
src/transformers/models/instructblip/modeling_instructblip.py	1177
src/transformers/models/instructblip/processing_instructblip.py	121
src/transformers/models/instructblip/convert_instructblip_original_to_pytorch.py	202
src/transformers/models/markuplm/tokenization_markuplm_fast.py	652
src/transformers/models/markuplm/__init__.py	14
src/transformers/models/markuplm/tokenization_markuplm.py	1041
src/transformers/models/markuplm/configuration_markuplm.py	62
src/transformers/models/markuplm/feature_extraction_markuplm.py	83
src/transformers/models/markuplm/modeling_markuplm.py	821
src/transformers/models/markuplm/processing_markuplm.py	81
src/transformers/models/gemma2/modular_gemma2.py	396
src/transformers/models/gemma2/__init__.py	10
src/transformers/models/gemma2/convert_gemma2_weights_to_hf.py	176
src/transformers/models/gemma2/configuration_gemma2.py	80
src/transformers/models/gemma2/modeling_gemma2.py	567
src/transformers/models/t5/modeling_tf_t5.py	1108
src/transformers/models/t5/tokenization_t5.py	233
src/transformers/models/t5/__init__.py	14
src/transformers/models/t5/modeling_flax_t5.py	1190
src/transformers/models/t5/tokenization_t5_fast.py	120
src/transformers/models/t5/modeling_t5.py	1688
src/transformers/models/t5/convert_t5x_checkpoint_to_pytorch.py	142
src/transformers/models/t5/convert_t5x_checkpoint_to_flax.py	159
src/transformers/models/t5/convert_t5_original_tf_checkpoint_to_pytorch.py	30
src/transformers/models/t5/configuration_t5.py	92
src/transformers/models/swin/convert_swin_simmim_to_pytorch.py	132
src/transformers/models/swin/convert_swin_timm_to_pytorch.py	140
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