_toctree.yml 21.6 KB
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- sections:
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  - local: index
    title: 馃 Transformers
  - local: quicktour
    title: Quick tour
  - local: installation
    title: Installation
  title: Get started
- sections:
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  - local: pipeline_tutorial
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    title: Run inference with pipelines
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  - local: autoclass_tutorial
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    title: Write portable code with AutoClass
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  - local: preprocessing
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    title: Preprocess data
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  - local: training
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    title: Fine-tune a pretrained model
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  - local: run_scripts
    title: Train with a script
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  - local: accelerate
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    title: Set up distributed training with 馃 Accelerate
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  - local: peft
    title: Load and train adapters with 馃 PEFT
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  - local: model_sharing
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    title: Share your model
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  - local: transformers_agents
    title: Agents
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  - local: llm_tutorial
    title: Generation with LLMs
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  title: Tutorials
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- sections:
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  - isExpanded: false
    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
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    title: Natural Language Processing
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  - isExpanded: false
    sections:
    - local: tasks/audio_classification
      title: Audio classification
    - local: tasks/asr
      title: Automatic speech recognition
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    title: Audio
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  - isExpanded: false
    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
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    title: Computer Vision
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  - isExpanded: false
    sections:
    - local: tasks/image_captioning
      title: Image captioning
    - local: tasks/document_question_answering
      title: Document Question Answering
    - local: tasks/visual_question_answering
      title: Visual Question Answering
    - local: tasks/text-to-speech
      title: Text to speech
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    title: Multimodal
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  - isExpanded: false
    sections:
    - local: generation_strategies
      title: Customize the generation strategy
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    title: Generation
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  title: Task Guides
- sections:
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  - local: fast_tokenizers
    title: Use fast tokenizers from 馃 Tokenizers
  - local: multilingual
    title: Run inference with multilingual models
  - local: create_a_model
    title: Use model-specific APIs
  - local: custom_models
    title: Share a custom model
  - local: sagemaker
    title: Run training on Amazon SageMaker
  - local: serialization
    title: Export to ONNX
  - local: tflite
    title: Export to TFLite
  - local: torchscript
    title: Export to TorchScript
  - local: benchmarks
    title: Benchmarks
  - local: notebooks
    title: Notebooks with examples
  - local: community
    title: Community resources
  - local: custom_tools
    title: Custom Tools and Prompts
  - local: troubleshooting
    title: Troubleshoot
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  title: Developer guides
- sections:
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  - local: performance
    title: Overview
  - sections:
    - local: perf_train_gpu_one
      title: Methods and tools for efficient training on a single GPU
    - local: perf_train_gpu_many
      title: Multiple GPUs and parallelism
    - local: perf_train_cpu
      title: Efficient training on CPU
    - local: perf_train_cpu_many
      title: Distributed CPU training
    - 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_hardware
      title: Custom hardware for training
    - local: hpo_train
      title: Hyperparameter Search using Trainer API
    title: Efficient training techniques
  - sections:
    - 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
    title: Optimizing inference
  - local: big_models
    title: Instantiating a big model
  - local: debugging
    title: Troubleshooting
  - local: tf_xla
    title: XLA Integration for TensorFlow Models
  - local: perf_torch_compile
    title: Optimize inference using `torch.compile()`
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  title: Performance and scalability
- sections:
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  - local: contributing
    title: How to contribute to transformers?
  - local: add_new_model
    title: How to add a model to 馃 Transformers?
  - local: add_tensorflow_model
    title: How to convert a 馃 Transformers model to TensorFlow?
  - local: add_new_pipeline
    title: How to add a pipeline to 馃 Transformers?
  - local: testing
    title: Testing
  - local: pr_checks
    title: Checks on a Pull Request
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  title: Contribute
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  - local: philosophy
    title: Philosophy
  - local: glossary
    title: Glossary
  - local: task_summary
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    title: What 馃 Transformers can do
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  - local: tasks_explained
    title: How 馃 Transformers solve tasks
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  - local: model_summary
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    title: The Transformer model family
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  - local: tokenizer_summary
    title: Summary of the tokenizers
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  - local: attention
    title: Attention mechanisms
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  - local: pad_truncation
    title: Padding and truncation
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  - local: bertology
    title: BERTology
  - local: perplexity
    title: Perplexity of fixed-length models
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  - local: pipeline_webserver
    title: Pipelines for webserver inference
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  - local: model_memory_anatomy
    title: Model training anatomy
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  title: Conceptual guides
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- sections:
  - sections:
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    - local: main_classes/agent
      title: Agents and Tools
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    - local: model_doc/auto
      title: Auto Classes
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    - 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
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    - local: main_classes/text_generation
      title: Text Generation
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    - local: main_classes/onnx
      title: ONNX
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    - 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
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    - local: main_classes/quantization
      title: Quantization
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    - 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
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    - local: main_classes/image_processor
      title: Image Processor
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    title: Main Classes
  - sections:
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    - 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
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      - local: model_doc/biogpt
        title: BioGpt
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      - 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
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      - local: model_doc/code_llama
        title: CodeLlama
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      - local: model_doc/convbert
        title: ConvBERT
      - local: model_doc/cpm
        title: CPM
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      - local: model_doc/cpmant
        title: CPMANT
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      - 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
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      - local: model_doc/ernie
        title: ERNIE
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      - local: model_doc/ernie_m
        title: ErnieM
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      - local: model_doc/esm
        title: ESM
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      - local: model_doc/falcon
        title: Falcon
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      - local: model_doc/flan-t5
        title: FLAN-T5
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      - local: model_doc/flan-ul2
        title: FLAN-UL2
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      - 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
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      - local: model_doc/gpt_neox_japanese
        title: GPT NeoX Japanese
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      - local: model_doc/gptj
        title: GPT-J
      - local: model_doc/gpt2
        title: GPT2
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      - local: model_doc/gpt_bigcode
        title: GPTBigCode
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      - local: model_doc/gptsan-japanese
        title: GPTSAN Japanese
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        title: GPTSw3
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      - local: model_doc/herbert
        title: HerBERT
      - local: model_doc/ibert
        title: I-BERT
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      - local: model_doc/jukebox
        title: Jukebox
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      - local: model_doc/led
        title: LED
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      - local: model_doc/llama
        title: LLaMA
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      - local: model_doc/llama2
        title: Llama2
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      - 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
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      - local: model_doc/markuplm
        title: MarkupLM
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        title: MBart and MBart-50
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        title: MEGA
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      - 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
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      - local: model_doc/mpt
        title: MPT
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      - local: model_doc/mra
        title: MRA
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        title: MT5
      - local: model_doc/mvp
        title: MVP
      - local: model_doc/nezha
        title: NEZHA
      - local: model_doc/nllb
        title: NLLB
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      - local: model_doc/nllb-moe
        title: NLLB-MoE
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      - local: model_doc/nystromformer
        title: Nystr枚mformer
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      - local: model_doc/open-llama
        title: Open-Llama
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      - local: model_doc/opt
        title: OPT
      - local: model_doc/pegasus
        title: Pegasus
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      - local: model_doc/pegasus_x
        title: PEGASUS-X
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      - local: model_doc/persimmon
        title: Persimmon
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      - 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
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      - local: model_doc/roberta-prelayernorm
        title: RoBERTa-PreLayerNorm
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      - local: model_doc/roc_bert
        title: RoCBert
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      - local: model_doc/roformer
        title: RoFormer
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      - local: model_doc/rwkv
        title: RWKV
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      - local: model_doc/splinter
        title: Splinter
      - local: model_doc/squeezebert
        title: SqueezeBERT
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      - local: model_doc/switch_transformers
        title: SwitchTransformers
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      - 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
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      - local: model_doc/umt5
        title: UMT5
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      - local: model_doc/xmod
        title: X-MOD
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      - 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
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        title: XLM-V
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      - local: model_doc/xlnet
        title: XLNet
      - local: model_doc/yoso
        title: YOSO
      title: Text models
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      sections:
      - local: model_doc/beit
        title: BEiT
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      - local: model_doc/bit
        title: BiT
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      - local: model_doc/conditional_detr
        title: Conditional DETR
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      - local: model_doc/convnext
        title: ConvNeXT
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      - local: model_doc/convnextv2
        title: ConvNeXTV2
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      - local: model_doc/cvt
        title: CvT
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      - local: model_doc/deformable_detr
        title: Deformable DETR
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      - local: model_doc/deit
        title: DeiT
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      - local: model_doc/deta
        title: DETA
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        title: DETR
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      - local: model_doc/dinat
        title: DiNAT
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      - local: model_doc/dinov2
        title: DINO V2
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      - local: model_doc/dit
        title: DiT
      - local: model_doc/dpt
        title: DPT
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      - local: model_doc/efficientformer
        title: EfficientFormer
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      - local: model_doc/efficientnet
        title: EfficientNet
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      - local: model_doc/focalnet
        title: FocalNet
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        title: GLPN
      - local: model_doc/imagegpt
        title: ImageGPT
      - local: model_doc/levit
        title: LeViT
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      - local: model_doc/mask2former
        title: Mask2Former
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      - local: model_doc/maskformer
        title: MaskFormer
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      - local: model_doc/mobilenet_v1
        title: MobileNetV1
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      - local: model_doc/mobilenet_v2
        title: MobileNetV2
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      - local: model_doc/mobilevit
        title: MobileViT
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      - local: model_doc/mobilevitv2
        title: MobileViTV2
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        title: NAT
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      - local: model_doc/poolformer
        title: PoolFormer
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      - local: model_doc/pvt
        title: Pyramid Vision Transformer (PVT)
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        title: RegNet
      - local: model_doc/resnet
        title: ResNet
      - local: model_doc/segformer
        title: SegFormer
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      - local: model_doc/swiftformer
        title: SwiftFormer
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      - local: model_doc/swin
        title: Swin Transformer
      - local: model_doc/swinv2
        title: Swin Transformer V2
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      - local: model_doc/swin2sr
        title: Swin2SR
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      - local: model_doc/table-transformer
        title: Table Transformer
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      - local: model_doc/timesformer
        title: TimeSformer
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      - local: model_doc/upernet
        title: UperNet
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      - local: model_doc/van
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        title: ViViT
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        title: YOLOS
      title: Vision models
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        title: Audio Spectrogram Transformer
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        title: EnCodec
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        title: SEW
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        title: Speech2Text
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        title: Speech2Text2
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        title: SpeechT5
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        title: XLSR-Wav2Vec2
      title: Audio models
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        title: CLIP
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        title: Speech Encoder Decoder Models
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      - local: model_doc/vision-encoder-decoder
        title: Vision Encoder Decoder Models
      - local: model_doc/vision-text-dual-encoder
        title: Vision Text Dual Encoder
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      title: Multimodal models
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      sections:
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        title: Decision Transformer
      - local: model_doc/trajectory_transformer
        title: Trajectory Transformer
      title: Reinforcement learning models
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      - local: model_doc/autoformer
        title: Autoformer
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      - local: model_doc/informer
        title: Informer
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      - local: model_doc/time_series_transformer
        title: Time Series Transformer
      title: Time series models
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        title: Graphormer
      title: Graph models
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    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
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    - local: internal/image_processing_utils
      title: Utilities for Image Processors
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    - local: internal/audio_utils
      title: Utilities for Audio processing
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    - local: internal/file_utils
      title: General Utilities
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    - local: internal/time_series_utils
      title: Utilities for Time Series
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    title: Internal Helpers
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  title: API