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training on Amazon SageMaker + - local: converting_tensorflow_models + title: Converting from TensorFlow checkpoints + - local: serialization + title: Export to ONNX + - local: torchscript + title: Export to TorchScript + - local: troubleshooting + title: Troubleshoot + title: General usage + - sections: + - local: fast_tokenizers + title: Use tokenizers from 🤗 Tokenizers + - local: multilingual + title: Inference for multilingual models + - sections: + - local: tasks/sequence_classification + title: Text classification + - local: tasks/token_classification + title: Token classification + - local: tasks/question_answering + title: Question answering + - local: tasks/language_modeling + title: Language modeling + - local: tasks/translation + title: Translation + - local: tasks/summarization + title: Summarization + - local: tasks/multiple_choice + title: Multiple choice + title: Task guides + isExpanded: false + title: Natural Language Processing + - sections: + - local: tasks/audio_classification + title: Audio classification + - local: tasks/asr + title: Automatic speech recognition + title: Audio + - sections: + - local: tasks/image_classification + title: Image classification + - local: tasks/semantic_segmentation + title: Semantic segmentation + title: Computer Vision + - sections: + - local: performance + title: Overview + - local: perf_train_gpu_one + title: Training on one GPU + - local: perf_train_gpu_many + title: Training on many GPUs + - local: perf_train_cpu + title: Training on CPU + - local: perf_train_cpu_many + title: Training on many CPUs + - local: perf_train_tpu + title: Training on TPUs + - local: perf_train_special + title: Training on Specialized Hardware + - local: perf_infer_cpu + title: Inference on CPU + - local: perf_infer_gpu_one + title: Inference on one GPU + - local: perf_infer_gpu_many + title: Inference on many GPUs + - local: perf_infer_special + title: Inference on Specialized Hardware + - local: perf_hardware + title: Custom hardware for training + - local: big_models + title: Instantiating a big model + - local: debugging + title: Debugging + - local: hpo_train + title: Hyperparameter Search using Trainer API + title: Performance and scalability + - sections: + - local: contributing + title: How to contribute to transformers? + - local: add_new_model + title: How to add a model to 🤗 Transformers? + - local: add_tensorflow_model + title: How to convert a 🤗 Transformers model to TensorFlow? + - local: add_new_pipeline + title: How to add a pipeline to 🤗 Transformers? + - local: testing + title: Testing + - local: pr_checks + title: Checks on a Pull Request + title: Contribute + - local: notebooks + title: 🤗 Transformers Notebooks + - local: community + title: Community resources + - local: benchmarks + title: Benchmarks + - local: migration + title: Migrating from previous packages + title: How-to guides +- sections: + - local: philosophy + title: Philosophy + - local: glossary + title: Glossary + - local: task_summary + title: Summary of the tasks + - local: model_summary + title: Summary of the models + - local: tokenizer_summary + title: Summary of the tokenizers + - local: pad_truncation + title: Padding and truncation + - local: bertology + title: BERTology + - local: perplexity + title: Perplexity of fixed-length models + title: Conceptual guides +- sections: + - sections: + - local: model_doc/auto + title: Auto Classes + - local: main_classes/callback + title: Callbacks + - local: main_classes/configuration + title: Configuration + - local: main_classes/data_collator + title: Data Collator + - local: main_classes/keras_callbacks + title: Keras callbacks + - local: main_classes/logging + title: Logging + - local: main_classes/model + title: Models + - local: main_classes/text_generation + title: Text Generation + - local: main_classes/onnx + title: ONNX + - local: main_classes/optimizer_schedules + title: Optimization + - local: main_classes/output + title: Model outputs + - local: main_classes/pipelines + title: Pipelines + - local: main_classes/processors + title: Processors + - local: main_classes/tokenizer + title: Tokenizer + - local: main_classes/trainer + title: Trainer + - local: main_classes/deepspeed + title: DeepSpeed Integration + - local: main_classes/feature_extractor + title: Feature Extractor + title: Main Classes + - sections: + - isExpanded: false + sections: + - local: model_doc/albert + title: ALBERT + - local: model_doc/bart + title: BART + - local: model_doc/barthez + title: BARThez + - local: model_doc/bartpho + title: BARTpho + - local: model_doc/bert + title: BERT + - local: model_doc/bert-generation + title: BertGeneration + - local: model_doc/bert-japanese + title: BertJapanese + - local: model_doc/bertweet + title: Bertweet + - local: model_doc/big_bird + title: BigBird + - local: model_doc/bigbird_pegasus + title: BigBirdPegasus + - local: model_doc/blenderbot + title: Blenderbot + - local: model_doc/blenderbot-small + title: Blenderbot Small + - local: model_doc/bloom + title: BLOOM + - local: model_doc/bort + title: BORT + - local: model_doc/byt5 + title: ByT5 + - local: model_doc/camembert + title: CamemBERT + - local: model_doc/canine + title: CANINE + - local: model_doc/codegen + title: CodeGen + - local: model_doc/convbert + title: ConvBERT + - local: model_doc/cpm + title: CPM + - local: model_doc/ctrl + title: CTRL + - local: model_doc/deberta + title: DeBERTa + - local: model_doc/deberta-v2 + title: DeBERTa-v2 + - local: model_doc/dialogpt + title: DialoGPT + - local: model_doc/distilbert + title: DistilBERT + - local: model_doc/dpr + title: DPR + - local: model_doc/electra + title: ELECTRA + - local: model_doc/encoder-decoder + title: Encoder Decoder Models + - local: model_doc/ernie + title: ERNIE + - local: model_doc/esm + title: ESM + - local: model_doc/flaubert + title: FlauBERT + - local: model_doc/fnet + title: FNet + - local: model_doc/fsmt + title: FSMT + - local: model_doc/funnel + title: Funnel Transformer + - local: model_doc/openai-gpt + title: GPT + - local: model_doc/gpt_neo + title: GPT Neo + - local: model_doc/gpt_neox + title: GPT NeoX + - local: model_doc/gpt_neox_japanese + title: GPT NeoX Japanese + - local: model_doc/gptj + title: GPT-J + - local: model_doc/gpt2 + title: GPT2 + - local: model_doc/herbert + title: HerBERT + - local: model_doc/ibert + title: I-BERT + - local: model_doc/layoutlm + title: LayoutLM + - local: model_doc/led + title: LED + - local: model_doc/lilt + title: LiLT + - local: model_doc/longformer + title: Longformer + - local: model_doc/longt5 + title: LongT5 + - local: model_doc/luke + title: LUKE + - local: model_doc/m2m_100 + title: M2M100 + - local: model_doc/marian + title: MarianMT + - local: model_doc/markuplm + title: MarkupLM + - local: model_doc/mbart + title: MBart and MBart-50 + - local: model_doc/megatron-bert + title: MegatronBERT + - local: model_doc/megatron_gpt2 + title: MegatronGPT2 + - local: model_doc/mluke + title: mLUKE + - local: model_doc/mobilebert + title: MobileBERT + - local: model_doc/mpnet + title: MPNet + - local: model_doc/mt5 + title: MT5 + - local: model_doc/mvp + title: MVP + - local: model_doc/nezha + title: NEZHA + - local: model_doc/nllb + title: NLLB + - local: model_doc/nystromformer + title: Nyströmformer + - local: model_doc/opt + title: OPT + - local: model_doc/pegasus + title: Pegasus + - local: model_doc/pegasus_x + title: PEGASUS-X + - local: model_doc/phobert + title: PhoBERT + - local: model_doc/plbart + title: PLBart + - local: model_doc/prophetnet + title: ProphetNet + - local: model_doc/qdqbert + title: QDQBert + - local: model_doc/rag + title: RAG + - local: model_doc/realm + title: REALM + - local: model_doc/reformer + title: Reformer + - local: model_doc/rembert + title: RemBERT + - local: model_doc/retribert + title: RetriBERT + - local: model_doc/roberta + title: RoBERTa + - local: model_doc/roformer + title: RoFormer + - local: model_doc/splinter + title: Splinter + - local: model_doc/squeezebert + title: SqueezeBERT + - local: model_doc/t5 + title: T5 + - local: model_doc/t5v1.1 + title: T5v1.1 + - local: model_doc/tapas + title: TAPAS + - local: model_doc/tapex + title: TAPEX + - local: model_doc/transfo-xl + title: Transformer XL + - local: model_doc/ul2 + title: UL2 + - local: model_doc/xglm + title: XGLM + - local: model_doc/xlm + title: XLM + - local: model_doc/xlm-prophetnet + title: XLM-ProphetNet + - local: model_doc/xlm-roberta + title: XLM-RoBERTa + - local: model_doc/xlm-roberta-xl + title: XLM-RoBERTa-XL + - local: model_doc/xlnet + title: XLNet + - local: model_doc/yoso + title: YOSO + title: Text models + - isExpanded: false + sections: + - local: model_doc/beit + title: BEiT + - local: model_doc/conditional_detr + title: Conditional DETR + - local: model_doc/convnext + title: ConvNeXT + - local: model_doc/cvt + title: CvT + - local: model_doc/deformable_detr + title: Deformable DETR + - local: model_doc/deit + title: DeiT + - local: model_doc/detr + title: DETR + - local: model_doc/dit + title: DiT + - local: model_doc/dpt + title: DPT + - local: model_doc/glpn + title: GLPN + - local: model_doc/imagegpt + title: ImageGPT + - local: model_doc/levit + title: LeViT + - local: model_doc/maskformer + title: MaskFormer + - local: model_doc/mobilevit + title: MobileViT + - local: model_doc/poolformer + title: PoolFormer + - local: model_doc/regnet + title: RegNet + - local: model_doc/resnet + title: ResNet + - local: model_doc/segformer + title: SegFormer + - local: model_doc/swin + title: Swin Transformer + - local: model_doc/swinv2 + title: Swin Transformer V2 + - local: model_doc/table-transformer + title: Table Transformer + - local: model_doc/van + title: VAN + - local: model_doc/videomae + title: VideoMAE + - local: model_doc/vit + title: Vision Transformer (ViT) + - local: model_doc/vit_mae + title: ViTMAE + - local: model_doc/vit_msn + title: ViTMSN + - local: model_doc/yolos + title: YOLOS + title: Vision models + - isExpanded: false + sections: + - local: model_doc/hubert + title: Hubert + - local: model_doc/mctct + title: MCTCT + - local: model_doc/sew + title: SEW + - local: model_doc/sew-d + title: SEW-D + - local: model_doc/speech_to_text + title: Speech2Text + - local: model_doc/speech_to_text_2 + title: Speech2Text2 + - local: model_doc/unispeech + title: UniSpeech + - local: model_doc/unispeech-sat + title: UniSpeech-SAT + - local: model_doc/wav2vec2 + title: Wav2Vec2 + - local: model_doc/wav2vec2-conformer + title: Wav2Vec2-Conformer + - local: model_doc/wav2vec2_phoneme + title: Wav2Vec2Phoneme + - local: model_doc/wavlm + title: WavLM + - local: model_doc/whisper + title: Whisper + - local: model_doc/xls_r + title: XLS-R + - local: model_doc/xlsr_wav2vec2 + title: XLSR-Wav2Vec2 + title: Audio models + - isExpanded: false + sections: + - local: model_doc/clip + title: CLIP + - local: model_doc/data2vec + title: Data2Vec + - local: model_doc/donut + title: Donut + - local: model_doc/flava + title: FLAVA + - local: model_doc/groupvit + title: GroupViT + - local: model_doc/layoutlmv2 + title: LayoutLMV2 + - local: model_doc/layoutlmv3 + title: LayoutLMV3 + - local: model_doc/layoutxlm + title: LayoutXLM + - local: model_doc/lxmert + title: LXMERT + - local: model_doc/owlvit + title: OWL-ViT + - local: model_doc/perceiver + title: Perceiver + - local: model_doc/speech-encoder-decoder + title: Speech Encoder Decoder Models + - local: model_doc/trocr + title: TrOCR + - local: model_doc/vilt + title: ViLT + - local: model_doc/vision-encoder-decoder + title: Vision Encoder Decoder Models + - local: model_doc/vision-text-dual-encoder + title: Vision Text Dual Encoder + - local: model_doc/visual_bert + title: VisualBERT + - local: model_doc/xclip + title: X-CLIP + title: Multimodal models + - isExpanded: false + sections: + - local: model_doc/decision_transformer + title: Decision Transformer + - local: 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