_toctree.yml

- 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:
  - local: fast_tokenizers
    title: "Use tokenizers from 🤗 Tokenizers"
  - local: create_a_model
    title: Create a custom architecture
  - local: custom_models
    title: Sharing custom 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
    - local: tasks/audio_classification
      title: Audio classification
    - local: tasks/asr
      title: Automatic speech recognition
    - local: tasks/image_classification
      title: Image classification
    title: Fine-tune for downstream tasks
  - local: run_scripts
    title: Train with a script
  - local: sagemaker
    title: Run training on Amazon SageMaker
  - local: multilingual
    title: Inference for multilingual models
  - local: converting_tensorflow_models
    title: Converting TensorFlow Checkpoints
  - local: serialization
    title: Export 🤗 Transformers models
  - 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_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
    title: Performance and scalability
  - local: big_models
    title: Instantiating a big model
  - local: benchmarks
    title: Benchmarks
  - local: migration
    title: Migrating from previous packages
  - local: troubleshooting
    title: Troubleshoot
  - local: debugging
    title: Debugging
  - local: notebooks
    title: "🤗 Transformers Notebooks"
  - local: community
    title: Community
  - local: contributing
    title: How to contribute to transformers?
  - local: add_new_model
    title: "How to add a model to 🤗 Transformers?"
  - 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: 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: 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:
    - local: model_doc/albert
      title: ALBERT
    - local: model_doc/auto
      title: Auto Classes
    - local: model_doc/bart
      title: BART
    - local: model_doc/barthez
      title: BARThez
    - local: model_doc/bartpho
      title: BARTpho
    - local: model_doc/beit
      title: BEiT
    - local: model_doc/bert
      title: BERT
    - local: model_doc/bertweet
      title: Bertweet
    - local: model_doc/bert-generation
      title: BertGeneration
    - local: model_doc/bert-japanese
      title: BertJapanese
    - 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/convnext
      title: ConvNeXT
    - local: model_doc/clip
      title: CLIP
    - local: model_doc/convbert
      title: ConvBERT
    - local: model_doc/cpm
      title: CPM
    - local: model_doc/ctrl
      title: CTRL
    - local: model_doc/cvt
      title: CvT
    - local: model_doc/data2vec
      title: Data2Vec
    - local: model_doc/deberta
      title: DeBERTa
    - local: model_doc/deberta-v2
      title: DeBERTa-v2
    - local: model_doc/decision_transformer
      title: Decision Transformer
    - local: model_doc/deit
      title: DeiT
    - local: model_doc/detr
      title: DETR
    - local: model_doc/dialogpt
      title: DialoGPT
    - local: model_doc/distilbert
      title: DistilBERT
    - local: model_doc/dit
      title: DiT
    - local: model_doc/dpr
      title: DPR
    - local: model_doc/dpt
      title: DPT
    - local: model_doc/electra
      title: ELECTRA
    - local: model_doc/encoder-decoder
      title: Encoder Decoder Models
    - local: model_doc/flaubert
      title: FlauBERT
    - local: model_doc/flava
      title: FLAVA
    - local: model_doc/fnet
      title: FNet
    - local: model_doc/fsmt
      title: FSMT
    - local: model_doc/funnel
      title: Funnel Transformer
    - local: model_doc/gptj
      title: GPT-J
    - local: model_doc/glpn
      title: GLPN
    - local: model_doc/gpt_neo
      title: GPT Neo
    - local: model_doc/gpt_neox
      title: GPT NeoX
    - local: model_doc/herbert
      title: HerBERT
    - local: model_doc/hubert
      title: Hubert
    - local: model_doc/ibert
      title: I-BERT
    - local: model_doc/imagegpt
      title: ImageGPT
    - 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/led
      title: LED
    - local: model_doc/levit
      title: LeViT
    - local: model_doc/longformer
      title: Longformer
    - local: model_doc/longt5
      title: LongT5
    - local: model_doc/luke
      title: LUKE
    - local: model_doc/lxmert
      title: LXMERT
    - local: model_doc/marian
      title: MarianMT
    - local: model_doc/maskformer
      title: MaskFormer
    - local: model_doc/m2m_100
      title: M2M100
    - local: model_doc/mbart
      title: MBart and MBart-50
    - local: model_doc/mctct
      title: MCTCT
    - 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/nystromformer
      title: Nyströmformer
    - local: model_doc/openai-gpt
      title: OpenAI GPT
    - local: model_doc/gpt2
      title: OpenAI GPT2
    - local: model_doc/opt
      title: OPT
    - local: model_doc/pegasus
      title: Pegasus
    - local: model_doc/perceiver
      title: Perceiver
    - local: model_doc/phobert
      title: PhoBERT
    - local: model_doc/plbart
      title: PLBart
    - local: model_doc/poolformer
      title: PoolFormer
    - 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/regnet
      title: RegNet
    - local: model_doc/resnet
      title: ResNet
    - local: model_doc/retribert
      title: RetriBERT
    - local: model_doc/roberta
      title: RoBERTa
    - local: model_doc/roformer
      title: RoFormer
    - local: model_doc/segformer
      title: SegFormer
    - local: model_doc/sew
      title: SEW
    - local: model_doc/sew-d
      title: SEW-D
    - local: model_doc/speech-encoder-decoder
      title: Speech Encoder Decoder Models
    - local: model_doc/speech_to_text
      title: Speech2Text
    - local: model_doc/speech_to_text_2
      title: Speech2Text2
    - local: model_doc/splinter
      title: Splinter
    - local: model_doc/squeezebert
      title: SqueezeBERT
    - local: model_doc/swin
      title: Swin Transformer
    - 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/trajectory_transformer
      title: Trajectory Transformer
    - local: model_doc/transfo-xl
      title: Transformer XL
    - local: model_doc/trocr
      title: TrOCR
    - local: model_doc/unispeech
      title: UniSpeech
    - local: model_doc/ul2
      title: UL2
    - local: model_doc/unispeech-sat
      title: UniSpeech-SAT
    - local: model_doc/van
      title: VAN
    - 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/vit
      title: Vision Transformer (ViT)
    - local: model_doc/vit_mae
      title: ViTMAE
    - local: model_doc/visual_bert
      title: VisualBERT
    - 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/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/xlsr_wav2vec2
      title: XLSR-Wav2Vec2
    - local: model_doc/xls_r
      title: XLS-R
    - local: model_doc/yolos
      title: YOLOS
    - local: model_doc/yoso
      title: YOSO
    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/file_utils
      title: General Utilities
    title: Internal Helpers
  title: API