Path	Lines of Code
benchmark/benchmark.py	188
benchmark/llama.py	281
src/transformers/audio_utils.py	509
src/transformers/cache_utils.py	1319
src/transformers/commands/add_new_model_like.py	1167
src/transformers/configuration_utils.py	631
src/transformers/data/datasets/language_modeling.py	346
src/transformers/generation/configuration_utils.py	796
src/transformers/generation/continuous_batching.py	1042
src/transformers/generation/logits_process.py	1175
src/transformers/generation/tf_logits_process.py	330
src/transformers/generation/tf_utils.py	1816
src/transformers/generation/utils.py	3555
src/transformers/image_processing_base.py	260
src/transformers/image_processing_utils_fast.py	458
src/transformers/image_transforms.py	484
src/transformers/image_utils.py	523
src/transformers/integrations/executorch.py	435
src/transformers/integrations/flex_attention.py	167
src/transformers/integrations/tensor_parallel.py	521
src/transformers/loss/loss_for_object_detection.py	292
src/transformers/masking_utils.py	516
src/transformers/model_debugging_utils.py	240
src/transformers/modeling_attn_mask_utils.py	222
src/transformers/modeling_flash_attention_utils.py	320
src/transformers/modeling_gguf_pytorch_utils.py	326
src/transformers/modeling_rope_utils.py	390
src/transformers/modeling_tf_utils.py	2058
src/transformers/modeling_utils.py	3908
src/transformers/models/arcee/modeling_arcee.py	587
src/transformers/models/aria/modeling_aria.py	840
src/transformers/models/audio_spectrogram_transformer/convert_audio_spectrogram_transformer_original_to_pytorch.py	212
src/transformers/models/auto/image_processing_auto.py	431
src/transformers/models/bamba/convert_mamba_ssm_checkpoint.py	190
src/transformers/models/bamba/modeling_bamba.py	978
src/transformers/models/bamba/modular_bamba.py	806
src/transformers/models/bark/generation_configuration_bark.py	147
src/transformers/models/bark/modeling_bark.py	1037
src/transformers/models/bart/configuration_bart.py	273
src/transformers/models/bart/modeling_bart.py	1306
src/transformers/models/barthez/tokenization_barthez.py	123
src/transformers/models/beit/image_processing_beit.py	322
src/transformers/models/beit/image_processing_beit_fast.py	183
src/transformers/models/bert/modeling_bert.py	1299
src/transformers/models/bigbird_pegasus/configuration_bigbird_pegasus.py	274
src/transformers/models/bigbird_pegasus/modeling_bigbird_pegasus.py	2063
src/transformers/models/biogpt/modeling_biogpt.py	735
src/transformers/models/bitnet/modeling_bitnet.py	403
src/transformers/models/blenderbot/modeling_blenderbot.py	1064
src/transformers/models/blenderbot_small/configuration_blenderbot_small.py	263
src/transformers/models/blenderbot_small/modeling_blenderbot_small.py	1032
src/transformers/models/blip_2/modeling_blip_2.py	1546
src/transformers/models/bloom/configuration_bloom.py	125
src/transformers/models/bloom/modeling_bloom.py	843
src/transformers/models/bloom/tokenization_bloom_fast.py	64
src/transformers/models/bridgetower/configuration_bridgetower.py	125
src/transformers/models/byt5/tokenization_byt5.py	109
src/transformers/models/camembert/modeling_camembert.py	1078
src/transformers/models/camembert/tokenization_camembert.py	141
src/transformers/models/canine/modeling_canine.py	1029
src/transformers/models/chameleon/modeling_chameleon.py	909
src/transformers/models/clip/modeling_tf_clip.py	887
src/transformers/models/codegen/configuration_codegen.py	124
src/transformers/models/cohere/modeling_cohere.py	415
src/transformers/models/cohere/tokenization_cohere_fast.py	148
src/transformers/models/conditional_detr/image_processing_conditional_detr.py	1050
src/transformers/models/conditional_detr/modeling_conditional_detr.py	1157
src/transformers/models/csm/generation_csm.py	237
src/transformers/models/csm/modeling_csm.py	829
src/transformers/models/csm/modular_csm.py	551
src/transformers/models/csm/processing_csm.py	212
src/transformers/models/d_fine/configuration_d_fine.py	204
src/transformers/models/d_fine/modular_d_fine.py	763
src/transformers/models/data2vec/convert_data2vec_audio_original_pytorch_checkpoint_to_pytorch.py	211
src/transformers/models/data2vec/modeling_data2vec_audio.py	954
src/transformers/models/dbrx/modeling_dbrx.py	878
src/transformers/models/deberta_v2/tokenization_deberta_v2.py	292
src/transformers/models/deepseek_v3/configuration_deepseek_v3.py	115
src/transformers/models/deepseek_v3/modeling_deepseek_v3.py	545
src/transformers/models/deepseek_v3/modular_deepseek_v3.py	271
src/transformers/models/deformable_detr/image_processing_deformable_detr.py	948
src/transformers/models/deformable_detr/modeling_deformable_detr.py	1227
src/transformers/models/deit/modeling_deit.py	579
src/transformers/models/deprecated/deta/modeling_deta.py	1657
src/transformers/models/deprecated/nat/modeling_nat.py	571
src/transformers/models/deprecated/tapex/tokenization_tapex.py	1027
src/transformers/models/deprecated/vit_hybrid/modeling_vit_hybrid.py	496
src/transformers/models/deprecated/xlm_prophetnet/tokenization_xlm_prophetnet.py	140
src/transformers/models/detr/image_processing_detr.py	1169
src/transformers/models/detr/modeling_detr.py	970
src/transformers/models/dia/processing_dia.py	311
src/transformers/models/diffllama/modeling_diffllama.py	780
src/transformers/models/diffllama/modular_diffllama.py	326
src/transformers/models/dinat/modeling_dinat.py	564
src/transformers/models/distilbert/modeling_distilbert.py	793
src/transformers/models/dots1/configuration_dots1.py	104
src/transformers/models/dots1/modeling_dots1.py	495
src/transformers/models/dpt/convert_dpt_beit_to_hf.py	206
src/transformers/models/dpt/image_processing_dpt.py	409
src/transformers/models/dpt/image_processing_dpt_fast.py	288
src/transformers/models/emu3/modeling_emu3.py	1252
src/transformers/models/encoder_decoder/modeling_tf_encoder_decoder.py	353
src/transformers/models/esm/configuration_esm.py	197
src/transformers/models/esm/modeling_esm.py	905
src/transformers/models/esm/modeling_esmfold.py	1391
src/transformers/models/esm/openfold_utils/protein.py	202
src/transformers/models/esm/openfold_utils/residue_constants.py	750
src/transformers/models/falcon/modeling_falcon.py	982
src/transformers/models/falcon_h1/modeling_falcon_h1.py	1109
src/transformers/models/falcon_h1/modular_falcon_h1.py	957
src/transformers/models/flava/modeling_flava.py	1269
src/transformers/models/fsmt/modeling_fsmt.py	775
src/transformers/models/funnel/modeling_funnel.py	1066
src/transformers/models/fuyu/convert_fuyu_model_weights_to_hf.py	80
src/transformers/models/fuyu/image_processing_fuyu.py	412
src/transformers/models/fuyu/modeling_fuyu.py	262
src/transformers/models/fuyu/processing_fuyu.py	493
src/transformers/models/gemma3/modeling_gemma3.py	810
src/transformers/models/gemma3/modular_gemma3.py	658
src/transformers/models/gemma3n/convert_gemma3n_weights.py	651
src/transformers/models/gemma3n/feature_extraction_gemma3n.py	180
src/transformers/models/gemma3n/modeling_gemma3n.py	1521
src/transformers/models/gemma3n/modular_gemma3n.py	1507
src/transformers/models/glm/modeling_glm.py	541
src/transformers/models/glm4/modeling_glm4.py	545
src/transformers/models/gpt2/configuration_gpt2.py	133
src/transformers/models/gpt_bigcode/modeling_gpt_bigcode.py	954
src/transformers/models/gpt_neo/modeling_gpt_neo.py	877
src/transformers/models/gpt_sw3/tokenization_gpt_sw3.py	144
src/transformers/models/gptj/configuration_gptj.py	122
src/transformers/models/gptj/modeling_gptj.py	908
src/transformers/models/granite_speech/feature_extraction_granite_speech.py	113
src/transformers/models/granite_speech/modeling_granite_speech.py	388
src/transformers/models/granite_speech/processing_granite_speech.py	62
src/transformers/models/granitemoehybrid/modeling_granitemoehybrid.py	1169
src/transformers/models/grounding_dino/modeling_grounding_dino.py	1634
src/transformers/models/grounding_dino/processing_grounding_dino.py	163
src/transformers/models/groupvit/modeling_tf_groupvit.py	1383
src/transformers/models/helium/modeling_helium.py	536
src/transformers/models/hgnet_v2/configuration_hgnet_v2.py	59
src/transformers/models/hgnet_v2/modular_hgnet_v2.py	432
src/transformers/models/hubert/modeling_hubert.py	882
src/transformers/models/hubert/modeling_tf_hubert.py	1154
src/transformers/models/idefics2/image_processing_idefics2.py	313
src/transformers/models/idefics3/image_processing_idefics3.py	513
src/transformers/models/ijepa/modeling_ijepa.py	446
src/transformers/models/informer/modeling_informer.py	1251
src/transformers/models/instructblip/convert_instructblip_original_to_pytorch.py	202
src/transformers/models/instructblip/modeling_instructblip.py	1177
src/transformers/models/instructblipvideo/convert_instructblipvideo_original_to_pytorch.py	204
src/transformers/models/instructblipvideo/image_processing_instructblipvideo.py	171
src/transformers/models/instructblipvideo/modeling_instructblipvideo.py	1200
src/transformers/models/jamba/modeling_jamba.py	1045
src/transformers/models/janus/convert_janus_weights_to_hf.py	367
src/transformers/models/jetmoe/modeling_jetmoe.py	849
src/transformers/models/kyutai_speech_to_text/modeling_kyutai_speech_to_text.py	969
src/transformers/models/kyutai_speech_to_text/modular_kyutai_speech_to_text.py	314
src/transformers/models/led/modeling_led.py	1536
src/transformers/models/led/modeling_tf_led.py	1715
src/transformers/models/lightglue/image_processing_lightglue.py	249
src/transformers/models/llama/modeling_llama.py	591
src/transformers/models/llama/tokenization_llama_fast.py	123
src/transformers/models/llama4/modeling_llama4.py	1023
src/transformers/models/longformer/modeling_longformer.py	1292
src/transformers/models/longformer/modeling_tf_longformer.py	1795
src/transformers/models/longt5/modeling_longt5.py	1497
src/transformers/models/m2m_100/configuration_m2m_100.py	165
src/transformers/models/m2m_100/modeling_m2m_100.py	949
src/transformers/models/marian/configuration_marian.py	263
src/transformers/models/marian/modeling_marian.py	1135
src/transformers/models/mask2former/image_processing_mask2former.py	712
src/transformers/models/maskformer/convert_maskformer_resnet_to_pytorch.py	290
src/transformers/models/maskformer/image_processing_maskformer.py	734
src/transformers/models/mbart/configuration_mbart.py	262
src/transformers/models/mbart/modeling_mbart.py	1268
src/transformers/models/mimi/modeling_mimi.py	1063
src/transformers/models/mistral/modeling_mistral.py	584
src/transformers/models/mistral/modular_mistral.py	223
src/transformers/models/mllama/processing_mllama.py	170
src/transformers/models/mluke/tokenization_mluke.py	1059
src/transformers/models/mobilenet_v2/image_processing_mobilenet_v2.py	186
src/transformers/models/mobilenet_v2/image_processing_mobilenet_v2_fast.py	40
src/transformers/models/mobilevit/image_processing_mobilevit.py	293
src/transformers/models/moshi/modeling_moshi.py	1645
src/transformers/models/musicgen/modeling_musicgen.py	1503
src/transformers/models/musicgen_melody/modeling_musicgen_melody.py	1369
src/transformers/models/nemotron/modeling_nemotron.py	818
src/transformers/models/nllb_moe/modeling_nllb_moe.py	1090
src/transformers/models/nougat/tokenization_nougat_fast.py	313
src/transformers/models/olmo/convert_olmo_weights_to_hf.py	162
src/transformers/models/olmo/modeling_olmo.py	401
src/transformers/models/olmo2/convert_olmo2_weights_to_hf.py	215
src/transformers/models/olmo2/modeling_olmo2.py	406
src/transformers/models/olmoe/modeling_olmoe.py	743
src/transformers/models/oneformer/image_processing_oneformer.py	809
src/transformers/models/owlvit/image_processing_owlvit.py	301
src/transformers/models/owlvit/image_processing_owlvit_fast.py	106
src/transformers/models/paligemma/convert_paligemma2_weights_to_hf.py	313
src/transformers/models/paligemma/convert_paligemma_weights_to_hf.py	247
src/transformers/models/patchtsmixer/modeling_patchtsmixer.py	1161
src/transformers/models/patchtst/modeling_patchtst.py	1020
src/transformers/models/pegasus/modeling_pegasus.py	1069
src/transformers/models/pegasus/tokenization_pegasus.py	152
src/transformers/models/pegasus_x/modeling_pegasus_x.py	1122
src/transformers/models/perceiver/tokenization_perceiver.py	95
src/transformers/models/phi3/modeling_phi3.py	574
src/transformers/models/phimoe/modeling_phimoe.py	993
src/transformers/models/pixtral/modeling_pixtral.py	344
src/transformers/models/plbart/modeling_plbart.py	1157
src/transformers/models/qwen2/modeling_qwen2.py	592
src/transformers/models/qwen2/modular_qwen2.py	187
src/transformers/models/qwen2_5_omni/modeling_qwen2_5_omni.py	2825
src/transformers/models/qwen2_5_omni/modular_qwen2_5_omni.py	2711
src/transformers/models/qwen2_5_vl/configuration_qwen2_5_vl.py	143
src/transformers/models/qwen2_moe/modeling_qwen2_moe.py	968
src/transformers/models/qwen2_vl/configuration_qwen2_vl.py	139
src/transformers/models/qwen3/modeling_qwen3.py	602
src/transformers/models/recurrent_gemma/modeling_recurrent_gemma.py	552
src/transformers/models/roberta/modeling_roberta.py	1081
src/transformers/models/rt_detr/modeling_rt_detr.py	1279
src/transformers/models/rt_detr_v2/convert_rt_detr_v2_weights_to_hf.py	283
src/transformers/models/rwkv/modeling_rwkv.py	544
src/transformers/models/sam/modeling_tf_sam.py	1201
src/transformers/models/seamless_m4t_v2/configuration_seamless_m4t_v2.py	167
src/transformers/models/segformer/image_processing_segformer.py	287
src/transformers/models/sew/modeling_sew.py	761
src/transformers/models/sew_d/modeling_sew_d.py	1123
src/transformers/models/siglip2/convert_siglip2_to_hf.py	291
src/transformers/models/smollm3/modeling_smollm3.py	606
src/transformers/models/smolvlm/image_processing_smolvlm.py	511
src/transformers/models/speech_to_text/modeling_speech_to_text.py	838
src/transformers/models/speech_to_text/modeling_tf_speech_to_text.py	1032
src/transformers/models/stablelm/modeling_stablelm.py	808
src/transformers/models/superglue/image_processing_superglue.py	221
src/transformers/models/superpoint/image_processing_superpoint.py	169
src/transformers/models/swin2sr/convert_swin2sr_original_to_pytorch.py	223
src/transformers/models/t5gemma/modeling_t5gemma.py	1092
src/transformers/models/t5gemma/modular_t5gemma.py	1044
src/transformers/models/table_transformer/modeling_table_transformer.py	753
src/transformers/models/time_series_transformer/modeling_time_series_transformer.py	1054
src/transformers/models/unispeech/convert_unispeech_original_pytorch_checkpoint_to_pytorch.py	215
src/transformers/models/unispeech/modeling_unispeech.py	1037
src/transformers/models/unispeech/modular_unispeech.py	280
src/transformers/models/unispeech_sat/convert_unispeech_sat_original_pytorch_checkpoint_to_pytorch.py	175
src/transformers/models/unispeech_sat/modeling_unispeech_sat.py	1237
src/transformers/models/unispeech_sat/modular_unispeech_sat.py	284
src/transformers/models/videomae/modeling_videomae.py	606
src/transformers/models/vision_encoder_decoder/modeling_tf_vision_encoder_decoder.py	385
src/transformers/models/vision_text_dual_encoder/modeling_vision_text_dual_encoder.py	203
src/transformers/models/vit/modeling_vit.py	533
src/transformers/models/wav2vec2/convert_wav2vec2_original_pytorch_checkpoint_to_pytorch.py	311
src/transformers/models/wav2vec2/modeling_tf_wav2vec2.py	1293
src/transformers/models/wav2vec2/modeling_wav2vec2.py	1535
src/transformers/models/wav2vec2_conformer/convert_wav2vec2_conformer_original_pytorch_checkpoint_to_pytorch.py	252
src/transformers/models/wavlm/convert_wavlm_original_pytorch_checkpoint_to_pytorch.py	154
src/transformers/models/whisper/modeling_tf_whisper.py	1122
src/transformers/models/whisper/modeling_whisper.py	1029
src/transformers/models/whisper/tokenization_whisper.py	920
src/transformers/models/xlm/tokenization_xlm.py	356
src/transformers/models/xlm_roberta/modeling_xlm_roberta.py	1079
src/transformers/models/xlm_roberta/tokenization_xlm_roberta.py	120
src/transformers/models/xlm_roberta_xl/modeling_xlm_roberta_xl.py	1106
src/transformers/models/xlnet/modeling_tf_xlnet.py	1165
src/transformers/models/yolos/image_processing_yolos.py	896
src/transformers/models/zoedepth/image_processing_zoedepth.py	290
src/transformers/onnx/config.py	453
src/transformers/onnx/convert.py	287
src/transformers/pipelines/__init__.py	887
src/transformers/pipelines/automatic_speech_recognition.py	399
src/transformers/pipelines/base.py	972
src/transformers/pipelines/document_question_answering.py	354
src/transformers/pipelines/image_to_text.py	127
src/transformers/pipelines/mask_generation.py	183
src/transformers/pipelines/text_classification.py	124
src/transformers/pipelines/text_generation.py	336
src/transformers/processing_utils.py	982
src/transformers/quantizers/quantizer_awq.py	105
src/transformers/quantizers/quantizer_bnb_4bit.py	258
src/transformers/quantizers/quantizer_bnb_8bit.py	228
src/transformers/quantizers/quantizer_eetq.py	124
src/transformers/quantizers/quantizer_hqq.py	225
src/transformers/sagemaker/training_args_sm.py	84
src/transformers/testing_utils.py	1733
src/transformers/tf_utils.py	134
src/transformers/tokenization_utils.py	638
src/transformers/tokenization_utils_base.py	2254
src/transformers/trainer.py	3794
src/transformers/trainer_seq2seq.py	205
src/transformers/training_args.py	1800
src/transformers/utils/args_doc.py	1125
src/transformers/utils/attention_visualizer.py	189
src/transformers/utils/fx.py	1119
src/transformers/utils/hub.py	736
src/transformers/utils/import_utils.py	1504
src/transformers/utils/quantization_config.py	1149
templates/adding_a_new_example_script/{{cookiecutter.directory_name}}/run_{{cookiecutter.example_shortcut}}.py	729
utils/check_bad_commit.py	97
utils/check_config_attributes.py	371
utils/check_docstrings.py	1214
utils/check_model_tester.py	38
utils/check_repo.py	960
utils/create_dummy_models.py	1126
utils/modular_model_converter.py	1170
utils/notification_service.py	1109
utils/patch_helper.py	87
utils/process_bad_commit_report.py	80
utils/process_test_artifacts.py	36