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| - sections: | |
| - local: index | |
| title: 🤗 Transformers | |
| - local: quicktour | |
| title: Quick tour | |
| - local: installation | |
| title: Installation | |
| title: Get started | |
| - sections: | |
| - local: pipeline_tutorial | |
| title: Pipelines for inference | |
| - local: autoclass_tutorial | |
| title: Load pretrained instances with an AutoClass | |
| - local: preprocessing | |
| title: Preprocess | |
| - local: training | |
| title: Fine-tune a pretrained model | |
| - local: accelerate | |
| title: Distributed training with 🤗 Accelerate | |
| - local: model_sharing | |
| title: Share a model | |
| title: Tutorials | |
| - sections: | |
| - sections: | |
| - local: create_a_model | |
| title: Create a custom architecture | |
| - local: custom_models | |
| title: Sharing custom models | |
| - local: run_scripts | |
| title: Train with a script | |
| - local: sagemaker | |
| title: Run 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 | |
| - local: generation_strategies | |
| title: Text generation strategies | |
| - 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: Causal language modeling | |
| - local: tasks/masked_language_modeling | |
| title: Masked 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 | |
| - local: tasks/video_classification | |
| title: Video classification | |
| - local: tasks/object_detection | |
| title: Object detection | |
| - local: tasks/zero_shot_object_detection | |
| title: Zero-shot object detection | |
| - local: tasks/zero_shot_image_classification | |
| title: Zero-shot image classification | |
| - local: tasks/monocular_depth_estimation | |
| title: Depth estimation | |
| title: Computer Vision | |
| - sections: | |
| - local: tasks/image_captioning | |
| title: Image captioning | |
| - local: tasks/document_question_answering | |
| title: Document Question Answering | |
| title: Multimodal | |
| - 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_tpu_tf | |
| title: Training on TPU with TensorFlow | |
| - 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 | |
| - local: tf_xla | |
| title: XLA Integration for TensorFlow Models | |
| 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: What 🤗 Transformers can do | |
| - local: tasks_explained | |
| title: How 🤗 Transformers solve tasks | |
| - local: model_summary | |
| title: The Transformer model family | |
| - local: tokenizer_summary | |
| title: Summary of the tokenizers | |
| - local: attention | |
| title: Attention mechanisms | |
| - local: pad_truncation | |
| title: Padding and truncation | |
| - local: bertology | |
| title: BERTology | |
| - local: perplexity | |
| title: Perplexity of fixed-length models | |
| - local: pipeline_webserver | |
| title: Pipelines for webserver inference | |
| 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/quantization | |
| title: Quantization | |
| - 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 | |
| - local: main_classes/image_processor | |
| title: Image Processor | |
| 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/biogpt | |
| title: BioGpt | |
| - 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/cpmant | |
| title: CPMANT | |
| - 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/ernie_m | |
| title: ErnieM | |
| - local: model_doc/esm | |
| title: ESM | |
| - local: model_doc/flan-t5 | |
| title: FLAN-T5 | |
| - local: model_doc/flan-ul2 | |
| title: FLAN-UL2 | |
| - 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/gpt_bigcode | |
| title: GPTBigCode | |
| - local: model_doc/gptsan-japanese | |
| title: GPTSAN Japanese | |
| - local: model_doc/gpt-sw3 | |
| title: GPTSw3 | |
| - local: model_doc/herbert | |
| title: HerBERT | |
| - local: model_doc/ibert | |
| title: I-BERT | |
| - local: model_doc/jukebox | |
| title: Jukebox | |
| - local: model_doc/led | |
| title: LED | |
| - local: model_doc/llama | |
| title: LLaMA | |
| - 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/mega | |
| title: MEGA | |
| - 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/nllb-moe | |
| title: NLLB-MoE | |
| - 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/roberta-prelayernorm | |
| title: RoBERTa-PreLayerNorm | |
| - local: model_doc/roc_bert | |
| title: RoCBert | |
| - local: model_doc/roformer | |
| title: RoFormer | |
| - local: model_doc/splinter | |
| title: Splinter | |
| - local: model_doc/squeezebert | |
| title: SqueezeBERT | |
| - local: model_doc/switch_transformers | |
| title: SwitchTransformers | |
| - local: model_doc/t5 | |
| title: T5 | |
| - local: model_doc/t5v1.1 | |
| title: T5v1.1 | |
| - local: model_doc/tapex | |
| title: TAPEX | |
| - local: model_doc/transfo-xl | |
| title: Transformer XL | |
| - local: model_doc/ul2 | |
| title: UL2 | |
| - local: model_doc/xmod | |
| title: X-MOD | |
| - 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/xlm-v | |
| title: XLM-V | |
| - 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/bit | |
| title: BiT | |
| - local: model_doc/conditional_detr | |
| title: Conditional DETR | |
| - local: model_doc/convnext | |
| title: ConvNeXT | |
| - local: model_doc/convnextv2 | |
| title: ConvNeXTV2 | |
| - local: model_doc/cvt | |
| title: CvT | |
| - local: model_doc/deformable_detr | |
| title: Deformable DETR | |
| - local: model_doc/deit | |
| title: DeiT | |
| - local: model_doc/deta | |
| title: DETA | |
| - local: model_doc/detr | |
| title: DETR | |
| - local: model_doc/dinat | |
| title: DiNAT | |
| - local: model_doc/dit | |
| title: DiT | |
| - local: model_doc/dpt | |
| title: DPT | |
| - local: model_doc/efficientformer | |
| title: EfficientFormer | |
| - local: model_doc/efficientnet | |
| title: EfficientNet | |
| - local: model_doc/glpn | |
| title: GLPN | |
| - local: model_doc/imagegpt | |
| title: ImageGPT | |
| - local: model_doc/levit | |
| title: LeViT | |
| - local: model_doc/mask2former | |
| title: Mask2Former | |
| - local: model_doc/maskformer | |
| title: MaskFormer | |
| - local: model_doc/mobilenet_v1 | |
| title: MobileNetV1 | |
| - local: model_doc/mobilenet_v2 | |
| title: MobileNetV2 | |
| - local: model_doc/mobilevit | |
| title: MobileViT | |
| - local: model_doc/nat | |
| title: NAT | |
| - 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/swin2sr | |
| title: Swin2SR | |
| - local: model_doc/table-transformer | |
| title: Table Transformer | |
| - local: model_doc/timesformer | |
| title: TimeSformer | |
| - local: model_doc/upernet | |
| title: UperNet | |
| - local: model_doc/van | |
| title: VAN | |
| - local: model_doc/videomae | |
| title: VideoMAE | |
| - local: model_doc/vit | |
| title: Vision Transformer (ViT) | |
| - local: model_doc/vit_hybrid | |
| title: ViT Hybrid | |
| - 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/audio-spectrogram-transformer | |
| title: Audio Spectrogram Transformer | |
| - local: model_doc/clap | |
| title: CLAP | |
| - 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/speecht5 | |
| title: SpeechT5 | |
| - 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/align | |
| title: ALIGN | |
| - local: model_doc/altclip | |
| title: AltCLIP | |
| - local: model_doc/blip | |
| title: BLIP | |
| - local: model_doc/blip-2 | |
| title: BLIP-2 | |
| - local: model_doc/bridgetower | |
| title: BridgeTower | |
| - local: model_doc/chinese_clip | |
| title: Chinese-CLIP | |
| - local: model_doc/clip | |
| title: CLIP | |
| - local: model_doc/clipseg | |
| title: CLIPSeg | |
| - local: model_doc/data2vec | |
| title: Data2Vec | |
| - local: model_doc/deplot | |
| title: DePlot | |
| - local: model_doc/donut | |
| title: Donut | |
| - local: model_doc/flava | |
| title: FLAVA | |
| - local: model_doc/git | |
| title: GIT | |
| - local: model_doc/groupvit | |
| title: GroupViT | |
| - local: model_doc/layoutlm | |
| title: LayoutLM | |
| - local: model_doc/layoutlmv2 | |
| title: LayoutLMV2 | |
| - local: model_doc/layoutlmv3 | |
| title: LayoutLMV3 | |
| - local: model_doc/layoutxlm | |
| title: LayoutXLM | |
| - local: model_doc/lilt | |
| title: LiLT | |
| - local: model_doc/lxmert | |
| title: LXMERT | |
| - local: model_doc/matcha | |
| title: MatCha | |
| - local: model_doc/mgp-str | |
| title: MGP-STR | |
| - local: model_doc/oneformer | |
| title: OneFormer | |
| - local: model_doc/owlvit | |
| title: OWL-ViT | |
| - local: model_doc/perceiver | |
| title: Perceiver | |
| - local: model_doc/pix2struct | |
| title: Pix2Struct | |
| - local: model_doc/speech-encoder-decoder | |
| title: Speech Encoder Decoder Models | |
| - local: model_doc/tapas | |
| title: TAPAS | |
| - local: model_doc/trocr | |
| title: TrOCR | |
| - local: model_doc/tvlt | |
| title: TVLT | |
| - 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: model_doc/trajectory_transformer | |
| title: Trajectory Transformer | |
| title: Reinforcement learning models | |
| - isExpanded: false | |
| sections: | |
| - local: model_doc/informer | |
| title: Informer | |
| - local: model_doc/time_series_transformer | |
| title: Time Series Transformer | |
| title: Time series models | |
| - isExpanded: false | |
| sections: | |
| - local: model_doc/graphormer | |
| title: Graphormer | |
| title: Graph models | |
| title: Models | |
| - sections: | |
| - local: internal/modeling_utils | |
| title: Custom Layers and Utilities | |
| - local: internal/pipelines_utils | |
| title: Utilities for pipelines | |
| - local: internal/tokenization_utils | |
| title: Utilities for Tokenizers | |
| - local: internal/trainer_utils | |
| title: Utilities for Trainer | |
| - local: internal/generation_utils | |
| title: Utilities for Generation | |
| - local: internal/image_processing_utils | |
| title: Utilities for Image Processors | |
| - local: internal/audio_utils | |
| title: Utilities for Audio processing | |
| - local: internal/file_utils | |
| title: General Utilities | |
| - local: internal/time_series_utils | |
| title: Utilities for Time Series | |
| title: Internal Helpers | |
| title: API | |