HuggingFace Tranformers 源码解析

• .\transformers\activations.py
• .\transformers\activations_tf.py
• .\transformers\audio_utils.py
• .\transformers\benchmark\benchmark.py
• .\transformers\benchmark\benchmark_args.py
• .\transformers\benchmark\benchmark_args_tf.py
• .\transformers\benchmark\benchmark_args_utils.py
• .\transformers\benchmark\benchmark_tf.py
• .\transformers\benchmark\benchmark_utils.py
• .\transformers\benchmark\__init__.py
• .\transformers\cache_utils.py
• .\transformers\commands\add_new_model.py
• .\transformers\commands\add_new_model_like.py
• .\transformers\commands\convert.py
• .\transformers\commands\download.py
• .\transformers\commands\env.py
• .\transformers\commands\lfs.py
• .\transformers\commands\pt_to_tf.py
• .\transformers\commands\run.py
• .\transformers\commands\serving.py
• .\transformers\commands\train.py
• .\transformers\commands\transformers_cli.py
• .\transformers\commands\user.py
• .\transformers\commands\__init__.py
• .\transformers\configuration_utils.py
• .\transformers\convert_graph_to_onnx.py
• .\transformers\convert_pytorch_checkpoint_to_tf2.py
• .\transformers\convert_slow_tokenizer.py
• .\transformers\convert_slow_tokenizers_checkpoints_to_fast.py
• .\transformers\convert_tf_hub_seq_to_seq_bert_to_pytorch.py
• .\transformers\data\datasets\glue.py
• .\transformers\data\datasets\language_modeling.py
• .\transformers\data\datasets\squad.py
• .\transformers\data\datasets\__init__.py
• .\transformers\data\data_collator.py
• .\transformers\data\metrics\squad_metrics.py
• .\transformers\data\metrics\__init__.py
• .\transformers\data\processors\glue.py
• .\transformers\data\processors\squad.py
• .\transformers\data\processors\utils.py
• .\transformers\data\processors\xnli.py
• .\transformers\data\processors\__init__.py
• .\transformers\data\__init__.py
• .\transformers\debug_utils.py
• .\transformers\deepspeed.py
• .\transformers\dependency_versions_check.py
• .\transformers\dependency_versions_table.py
• .\transformers\dynamic_module_utils.py
• .\transformers\feature_extraction_sequence_utils.py
• .\transformers\feature_extraction_utils.py
• .\transformers\file_utils.py
• .\transformers\generation\beam_constraints.py
• .\transformers\generation\beam_search.py
• .\transformers\generation\candidate_generator.py
• .\transformers\generation\configuration_utils.py
• .\transformers\generation\flax_logits_process.py
• .\transformers\generation\flax_utils.py
• .\generation\logits_process.py
• .\transformers\generation\stopping_criteria.py
• .\transformers\generation\streamers.py
• .\transformers\generation\tf_logits_process.py
• .\transformers\generation\tf_utils.py
• .\transformers\generation\utils.py
• .\transformers\generation\__init__.py
• .\transformers\generation_flax_utils.py
• .\transformers\generation_tf_utils.py
• .\transformers\generation_utils.py
• .\transformers\hf_argparser.py
• .\transformers\hyperparameter_search.py
• .\transformers\image_processing_utils.py
• .\transformers\image_transforms.py
• .\transformers\image_utils.py
• .\transformers\integrations\awq.py
• .\transformers\integrations\bitsandbytes.py
• .\transformers\integrations\deepspeed.py
• .\transformers\integrations\integration_utils.py
• .\transformers\integrations\peft.py
• .\transformers\integrations\__init__.py
• .\transformers\keras_callbacks.py
• .\transformers\kernels\deformable_detr\cpu\ms_deform_attn_cpu.cpp
• .\transformers\kernels\deformable_detr\cpu\ms_deform_attn_cpu.h
• .\transformers\kernels\deformable_detr\cuda\ms_deform_attn_cuda.h
• .\transformers\kernels\deformable_detr\ms_deform_attn.h
• .\transformers\kernels\deformable_detr\vision.cpp
• .\transformers\kernels\mra\cuda_kernel.h
• .\transformers\kernels\mra\cuda_launch.h
• .\transformers\kernels\mra\torch_extension.cpp
• .\transformers\kernels\rwkv\wkv_op.cpp
• .\transformers\kernels\yoso\common.h
• .\transformers\kernels\yoso\common_cuda.h
• .\transformers\kernels\yoso\common_cuda_device.h
• .\transformers\kernels\yoso\fast_lsh_cumulation.h
• .\transformers\kernels\yoso\fast_lsh_cumulation_cuda.h
• .\transformers\kernels\yoso\fast_lsh_cumulation_torch.cpp
• .\transformers\modelcard.py
• .\transformers\modeling_attn_mask_utils.py
• .\transformers\modeling_flax_outputs.py
• .\transformers\modeling_flax_pytorch_utils.py
• .\transformers\modeling_flax_utils.py
• .\transformers\modeling_outputs.py
• .\transformers\modeling_tf_outputs.py
• .\transformers\modeling_tf_pytorch_utils.py
• .\transformers\modeling_tf_utils.py
• .\transformers\modeling_utils.py
• .\transformers\models\albert\configuration_albert.py
• .\transformers\models\albert\convert_albert_original_tf_checkpoint_to_pytorch.py
• .\transformers\models\albert\modeling_albert.py
• .\transformers\models\albert\modeling_flax_albert.py
• .\transformers\models\albert\modeling_tf_albert.py
• .\transformers\models\albert\tokenization_albert.py
• .\transformers\models\albert\tokenization_albert_fast.py
• .\transformers\models\albert\__init__.py
• .\transformers\models\align\configuration_align.py
• .\transformers\models\align\convert_align_tf_to_hf.py
• .\transformers\models\align\modeling_align.py
• .\transformers\models\align\processing_align.py
• .\transformers\models\align\__init__.py
• .\transformers\models\altclip\configuration_altclip.py
• .\transformers\models\altclip\modeling_altclip.py
• .\transformers\models\altclip\processing_altclip.py
• .\transformers\models\altclip\__init__.py
• .\transformers\models\audio_spectrogram_transformer\configuration_audio_spectrogram_transformer.py
• .\transformers\models\audio_spectrogram_transformer\convert_audio_spectrogram_transformer_original_to_pytorch.py
• .\transformers\models\audio_spectrogram_transformer\feature_extraction_audio_spectrogram_transformer.py
• .\transformers\models\audio_spectrogram_transformer\modeling_audio_spectrogram_transformer.py
• .\transformers\models\audio_spectrogram_transformer\__init__.py
• .\transformers\models\auto\auto_factory.py
• .\transformers\models\auto\configuration_auto.py
• .\transformers\models\auto\feature_extraction_auto.py
• .\transformers\models\auto\image_processing_auto.py
• .\transformers\models\auto\modeling_auto.py
• .\transformers\models\auto\modeling_flax_auto.py
• .\transformers\models\auto\modeling_tf_auto.py
• .\transformers\models\auto\processing_auto.py
• .\transformers\models\auto\tokenization_auto.py
• .\transformers\models\auto\__init__.py
• .\transformers\models\autoformer\configuration_autoformer.py
• .\transformers\models\autoformer\modeling_autoformer.py
• .\transformers\models\autoformer\__init__.py
• .\transformers\models\bark\configuration_bark.py
• .\transformers\models\bark\convert_suno_to_hf.py
• .\transformers\models\bark\generation_configuration_bark.py
• .\transformers\models\bark\modeling_bark.py
• .\transformers\models\bark\processing_bark.py
• .\transformers\models\bark\__init__.py
• .\transformers\models\bart\configuration_bart.py
• .\transformers\models\bart\convert_bart_original_pytorch_checkpoint_to_pytorch.py
• .\transformers\models\bart\modeling_bart.py
• .\transformers\models\bart\modeling_flax_bart.py
• .\transformers\models\bart\modeling_tf_bart.py
• .\transformers\models\bart\tokenization_bart.py
• .\transformers\models\bart\tokenization_bart_fast.py
• .\transformers\models\bart\__init__.py
• .\transformers\models\barthez\tokenization_barthez.py
• .\transformers\models\barthez\tokenization_barthez_fast.py
• .\transformers\models\barthez\__init__.py
• .\transformers\models\bartpho\tokenization_bartpho.py
• .\transformers\models\bartpho\__init__.py
• .\transformers\models\beit\configuration_beit.py
• .\transformers\models\beit\convert_beit_unilm_to_pytorch.py
• .\transformers\models\beit\feature_extraction_beit.py
• .\transformers\models\beit\image_processing_beit.py
• .\transformers\models\beit\modeling_beit.py
• .\transformers\models\beit\modeling_flax_beit.py
• .\transformers\models\beit\__init__.py
• .\transformers\models\bert\configuration_bert.py
• .\transformers\models\bert\convert_bert_original_tf2_checkpoint_to_pytorch.py
• .\transformers\models\bert\convert_bert_original_tf_checkpoint_to_pytorch.py
• .\transformers\models\bert\convert_bert_pytorch_checkpoint_to_original_tf.py
• .\transformers\models\bert\convert_bert_token_dropping_original_tf2_checkpoint_to_pytorch.py
• .\transformers\models\bert\modeling_bert.py
• .\transformers\models\bert\modeling_flax_bert.py
• .\transformers\models\bert\modeling_tf_bert.py
• .\transformers\models\bert\tokenization_bert.py
• .\transformers\models\bert\tokenization_bert_fast.py
• .\transformers\models\bert\tokenization_bert_tf.py
• .\transformers\models\bert\__init__.py
• .\transformers\models\bertweet\tokenization_bertweet.py
• .\transformers\models\bertweet\__init__.py
• .\transformers\models\bert_generation\configuration_bert_generation.py
• .\transformers\models\bert_generation\modeling_bert_generation.py
• .\transformers\models\bert_generation\tokenization_bert_generation.py
• .\transformers\models\bert_generation\__init__.py
• .\transformers\models\bert_japanese\tokenization_bert_japanese.py
• .\transformers\models\bert_japanese\__init__.py
• .\transformers\models\bigbird_pegasus\configuration_bigbird_pegasus.py
• .\transformers\models\bigbird_pegasus\convert_bigbird_pegasus_tf_to_pytorch.py
• .\transformers\models\bigbird_pegasus\modeling_bigbird_pegasus.py
• .\transformers\models\bigbird_pegasus\__init__.py
• .\transformers\models\big_bird\configuration_big_bird.py
• .\transformers\models\big_bird\convert_bigbird_original_tf_checkpoint_to_pytorch.py
• .\transformers\models\big_bird\modeling_big_bird.py
• .\transformers\models\big_bird\modeling_flax_big_bird.py
• .\transformers\models\big_bird\tokenization_big_bird.py
• .\transformers\models\big_bird\tokenization_big_bird_fast.py
• .\transformers\models\big_bird\__init__.py
• .\transformers\models\biogpt\configuration_biogpt.py
• .\transformers\models\biogpt\convert_biogpt_original_pytorch_checkpoint_to_pytorch.py
• .\transformers\models\biogpt\modeling_biogpt.py
• .\transformers\models\biogpt\tokenization_biogpt.py
• .\transformers\models\biogpt\__init__.py
• .\transformers\models\bit\configuration_bit.py
• .\transformers\models\bit\convert_bit_to_pytorch.py
• .\transformers\models\bit\image_processing_bit.py
• .\transformers\models\bit\modeling_bit.py
• .\transformers\models\bit\__init__.py
• .\transformers\models\blenderbot\configuration_blenderbot.py
• .\transformers\models\blenderbot\convert_blenderbot_original_pytorch_checkpoint_to_pytorch.py
• .\transformers\models\blenderbot\modeling_blenderbot.py
• .\transformers\models\blenderbot\modeling_flax_blenderbot.py
• .\transformers\models\blenderbot\modeling_tf_blenderbot.py
• .\transformers\models\blenderbot\tokenization_blenderbot.py
• .\transformers\models\blenderbot\tokenization_blenderbot_fast.py
• .\transformers\models\blenderbot\__init__.py
• .\transformers\models\blenderbot_small\configuration_blenderbot_small.py
• .\transformers\models\blenderbot_small\modeling_blenderbot_small.py
• .\transformers\models\blenderbot_small\modeling_flax_blenderbot_small.py
• .\transformers\models\blenderbot_small\modeling_tf_blenderbot_small.py
• .\transformers\models\blenderbot_small\tokenization_blenderbot_small.py
• .\models\blenderbot_small\tokenization_blenderbot_small_fast.py
• .\transformers\models\blenderbot_small\__init__.py
• .\transformers\models\blip\configuration_blip.py
• .\transformers\models\blip\convert_blip_original_pytorch_to_hf.py
• .\transformers\models\blip\image_processing_blip.py
• .\transformers\models\blip\modeling_blip.py
• .\transformers\models\blip\modeling_blip_text.py
• .\transformers\models\blip\modeling_tf_blip.py
• .\transformers\models\blip\modeling_tf_blip_text.py
• .\transformers\models\blip\processing_blip.py
• .\transformers\models\blip\__init__.py
• .\transformers\models\blip_2\configuration_blip_2.py
• .\transformers\models\blip_2\convert_blip_2_original_to_pytorch.py
• .\transformers\models\blip_2\modeling_blip_2.py
• .\transformers\models\blip_2\processing_blip_2.py
• .\transformers\models\blip_2\__init__.py
• .\transformers\models\bloom\configuration_bloom.py
• .\transformers\models\bloom\convert_bloom_original_checkpoint_to_pytorch.py
• .\transformers\models\bloom\modeling_bloom.py
• .\transformers\models\bloom\modeling_flax_bloom.py
• .\models\bloom\tokenization_bloom_fast.py
• .\transformers\models\bloom\__init__.py
• .\transformers\models\bridgetower\configuration_bridgetower.py
• .\transformers\models\bridgetower\image_processing_bridgetower.py
• .\transformers\models\bridgetower\modeling_bridgetower.py
• .\transformers\models\bridgetower\processing_bridgetower.py
• .\transformers\models\bridgetower\__init__.py
• .\transformers\models\bros\configuration_bros.py
• .\transformers\models\bros\convert_bros_to_pytorch.py
• .\transformers\models\bros\modeling_bros.py
• .\transformers\models\bros\processing_bros.py
• .\transformers\models\bros\__init__.py
• .\transformers\models\byt5\convert_byt5_original_tf_checkpoint_to_pytorch.py
• .\transformers\models\byt5\tokenization_byt5.py
• .\transformers\models\byt5\__init__.py
• .\transformers\models\camembert\configuration_camembert.py
• .\transformers\models\camembert\modeling_camembert.py
• .\transformers\models\camembert\modeling_tf_camembert.py
• .\transformers\models\camembert\tokenization_camembert.py
• .\transformers\models\camembert\tokenization_camembert_fast.py
• .\transformers\models\camembert\__init__.py
• .\transformers\models\canine\configuration_canine.py
• .\transformers\models\canine\convert_canine_original_tf_checkpoint_to_pytorch.py
• .\transformers\models\canine\modeling_canine.py
• .\transformers\models\canine\tokenization_canine.py
• .\transformers\models\canine\__init__.py
• .\transformers\models\chinese_clip\configuration_chinese_clip.py
• .\transformers\models\chinese_clip\convert_chinese_clip_original_pytorch_to_hf.py
• .\transformers\models\chinese_clip\feature_extraction_chinese_clip.py
• .\transformers\models\chinese_clip\image_processing_chinese_clip.py
• .\transformers\models\chinese_clip\modeling_chinese_clip.py
• .\transformers\models\chinese_clip\processing_chinese_clip.py
• .\transformers\models\chinese_clip\__init__.py
• .\transformers\models\clap\configuration_clap.py
• .\transformers\models\clap\convert_clap_original_pytorch_to_hf.py
• .\transformers\models\clap\feature_extraction_clap.py
• .\transformers\models\clap\modeling_clap.py
• .\transformers\models\clap\processing_clap.py
• .\transformers\models\clap\__init__.py
• .\transformers\models\clip\configuration_clip.py
• .\transformers\models\clip\convert_clip_original_pytorch_to_hf.py
• .\transformers\models\clip\feature_extraction_clip.py
• .\transformers\models\clip\image_processing_clip.py
• .\transformers\models\clip\modeling_clip.py
• .\transformers\models\clip\modeling_flax_clip.py
• .\transformers\models\clip\modeling_tf_clip.py
• .\transformers\models\clip\processing_clip.py
• .\models\clip\tokenization_clip.py
• .\models\clip\tokenization_clip_fast.py
• .\transformers\models\clip\__init__.py
• .\transformers\models\clipseg\configuration_clipseg.py
• .\transformers\models\clipseg\convert_clipseg_original_pytorch_to_hf.py
• .\transformers\models\clipseg\modeling_clipseg.py
• .\transformers\models\clipseg\processing_clipseg.py
• .\transformers\models\clipseg\__init__.py
• .\transformers\models\clvp\configuration_clvp.py
• .\transformers\models\clvp\convert_clvp_to_hf.py
• .\transformers\models\clvp\feature_extraction_clvp.py
• .\transformers\models\clvp\modeling_clvp.py
• .\transformers\models\clvp\number_normalizer.py
• .\transformers\models\clvp\processing_clvp.py
• .\models\clvp\tokenization_clvp.py
• .\transformers\models\clvp\__init__.py
• .\transformers\models\codegen\configuration_codegen.py
• .\transformers\models\codegen\modeling_codegen.py
• .\models\codegen\tokenization_codegen.py
• .\models\codegen\tokenization_codegen_fast.py
• .\models\codegen\__init__.py
• .\models\code_llama\tokenization_code_llama.py
• .\models\code_llama\tokenization_code_llama_fast.py
• .\models\code_llama\__init__.py
• .\models\conditional_detr\configuration_conditional_detr.py
• .\models\conditional_detr\convert_conditional_detr_original_pytorch_checkpoint_to_pytorch.py
• .\models\conditional_detr\feature_extraction_conditional_detr.py
• .\models\conditional_detr\image_processing_conditional_detr.py
• .\models\conditional_detr\modeling_conditional_detr.py
• .\models\conditional_detr\__init__.py
• .\models\convbert\configuration_convbert.py
• .\models\convbert\convert_convbert_original_tf1_checkpoint_to_pytorch_and_tf2.py
• .\models\convbert\modeling_convbert.py
• .\models\convbert\modeling_tf_convbert.py
• .\models\convbert\tokenization_convbert.py
• .\models\convbert\tokenization_convbert_fast.py
• .\models\convbert\__init__.py
• .\models\convnext\configuration_convnext.py
• .\models\convnext\convert_convnext_to_pytorch.py
• .\models\convnext\feature_extraction_convnext.py
• .\models\convnext\image_processing_convnext.py
• .\models\convnext\modeling_convnext.py
• .\models\convnext\modeling_tf_convnext.py
• .\models\convnext\__init__.py
• .\models\convnextv2\configuration_convnextv2.py
• .\models\convnextv2\convert_convnextv2_to_pytorch.py
• .\models\convnextv2\modeling_convnextv2.py
• .\models\convnextv2\modeling_tf_convnextv2.py
• .\models\convnextv2\__init__.py
• .\models\cpm\tokenization_cpm.py
• .\models\cpm\tokenization_cpm_fast.py
• .\models\cpm\__init__.py
• .\models\cpmant\configuration_cpmant.py
• .\models\cpmant\modeling_cpmant.py
• .\models\cpmant\tokenization_cpmant.py
• .\models\cpmant\__init__.py
• .\models\ctrl\configuration_ctrl.py
• .\models\ctrl\modeling_ctrl.py
• .\models\ctrl\modeling_tf_ctrl.py
• .\models\ctrl\tokenization_ctrl.py
• .\models\ctrl\__init__.py
• .\models\cvt\configuration_cvt.py
• .\models\cvt\convert_cvt_original_pytorch_checkpoint_to_pytorch.py
• .\models\cvt\modeling_cvt.py
• .\models\cvt\modeling_tf_cvt.py
• .\models\cvt\__init__.py
• .\models\data2vec\configuration_data2vec_audio.py
• .\models\data2vec\configuration_data2vec_text.py
• .\models\data2vec\configuration_data2vec_vision.py
• .\models\data2vec\convert_data2vec_audio_original_pytorch_checkpoint_to_pytorch.py
• .\models\data2vec\convert_data2vec_text_original_pytorch_checkpoint_to_pytorch.py
• .\models\data2vec\convert_data2vec_vision_original_pytorch_checkpoint_to_pytorch.py
• .\models\data2vec\modeling_data2vec_audio.py
• .\models\data2vec\modeling_data2vec_text.py
• .\models\data2vec\modeling_data2vec_vision.py
• .\models\data2vec\modeling_tf_data2vec_vision.py
• .\models\data2vec\__init__.py
• .\models\deberta\configuration_deberta.py
• .\models\deberta\modeling_deberta.py
• .\models\deberta\modeling_tf_deberta.py
• .\models\deberta\tokenization_deberta.py
• .\models\deberta\tokenization_deberta_fast.py
• .\models\deberta\__init__.py
• .\models\deberta_v2\configuration_deberta_v2.py
• .\models\deberta_v2\modeling_deberta_v2.py
• .\models\deberta_v2\modeling_tf_deberta_v2.py
• .\models\deberta_v2\tokenization_deberta_v2.py
• .\models\deberta_v2\tokenization_deberta_v2_fast.py
• .\models\deberta_v2\__init__.py
• .\models\decision_transformer\configuration_decision_transformer.py
• .\models\decision_transformer\modeling_decision_transformer.py
• .\models\decision_transformer\__init__.py
• .\models\deformable_detr\configuration_deformable_detr.py
• .\models\deformable_detr\convert_deformable_detr_to_pytorch.py
• .\models\deformable_detr\feature_extraction_deformable_detr.py
• .\models\deformable_detr\image_processing_deformable_detr.py
• .\models\deformable_detr\load_custom.py
• .\models\deformable_detr\modeling_deformable_detr.py
• .\models\deformable_detr\__init__.py
• .\models\deit\configuration_deit.py
• .\models\deit\convert_deit_timm_to_pytorch.py
• .\models\deit\feature_extraction_deit.py
• .\models\deit\image_processing_deit.py
• .\models\deit\modeling_deit.py
• .\models\deit\modeling_tf_deit.py
• .\models\deit\__init__.py
• .\models\deprecated\bort\convert_bort_original_gluonnlp_checkpoint_to_pytorch.py
• .\models\deprecated\bort\__init__.py
• .\models\deprecated\mctct\configuration_mctct.py
• .\models\deprecated\mctct\feature_extraction_mctct.py
• .\models\deprecated\mctct\modeling_mctct.py
• .\models\deprecated\mctct\processing_mctct.py
• .\models\deprecated\mctct\__init__.py
• .\models\deprecated\mmbt\configuration_mmbt.py
• .\models\deprecated\mmbt\modeling_mmbt.py
• .\models\deprecated\mmbt\__init__.py
• .\models\deprecated\open_llama\configuration_open_llama.py
• .\models\deprecated\open_llama\modeling_open_llama.py
• .\models\deprecated\open_llama\__init__.py
• .\models\deprecated\retribert\configuration_retribert.py
• .\models\deprecated\retribert\modeling_retribert.py
• .\models\deprecated\retribert\tokenization_retribert.py
• .\models\deprecated\retribert\tokenization_retribert_fast.py
• .\models\deprecated\retribert\__init__.py
• .\models\deprecated\tapex\tokenization_tapex.py
• .\models\deprecated\tapex\__init__.py
• .\models\deprecated\trajectory_transformer\configuration_trajectory_transformer.py
• .\models\deprecated\trajectory_transformer\convert_trajectory_transformer_original_pytorch_checkpoint_to_pytorch.py
• .\models\deprecated\trajectory_transformer\modeling_trajectory_transformer.py
• .\models\deprecated\trajectory_transformer\__init__.py
• .\models\deprecated\transfo_xl\configuration_transfo_xl.py
• .\models\deprecated\transfo_xl\convert_transfo_xl_original_tf_checkpoint_to_pytorch.py
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• .\models\deprecated\transfo_xl\modeling_tf_transfo_xl_utilities.py
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