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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: agents
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    title: Agents
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  - local: llm_tutorial
    title: Generation with LLMs
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  - local: conversations
    title: Chatting with Transformers
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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
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      title: Image segmentation
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    - 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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    - local: tasks/image_to_image
      title: Image-to-Image
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    - local: tasks/image_feature_extraction
      title: Image Feature Extraction
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    - local: tasks/mask_generation
      title: Mask Generation
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    - local: tasks/knowledge_distillation_for_image_classification
      title: Knowledge Distillation for Computer Vision
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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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    - local: tasks/image_text_to_text
      title: Image-text-to-text
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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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    - local: kv_cache
      title: Best Practices for Generation with Cache
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    title: Generation
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  - isExpanded: false
    sections:
    - local: tasks/idefics
      title: Image tasks with IDEFICS
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    - local: tasks/prompting
      title: LLM prompting guide
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    title: Prompting
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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
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  - local: chat_templating
    title: Templates for chat models
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  - local: trainer
    title: Trainer
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  - 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: troubleshooting
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    title: Troubleshoot
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  - local: gguf
    title: Interoperability with GGUF files
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  title: Developer guides
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- sections:
  - local: quantization/overview
    title: Getting started
  - local: quantization/bitsandbytes
    title: bitsandbytes
  - local: quantization/gptq
    title: GPTQ
  - local: quantization/awq
    title: AWQ
  - local: quantization/aqlm
    title: AQLM
  - local: quantization/quanto
    title: Quanto
  - local: quantization/eetq
    title: EETQ
  - local: quantization/hqq
    title: HQQ
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  - local: quantization/fbgemm_fp8
    title: FBGEMM_FP8
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  - local: quantization/optimum
    title: Optimum
  - local: quantization/contribute
    title: Contribute new quantization method
  title: Quantization Methods
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- sections:
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  - local: performance
    title: Overview
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  - local: llm_optims
    title: LLM inference optimization
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  - 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
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    - local: fsdp
      title: Fully Sharded Data Parallel
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    - local: deepspeed
      title: DeepSpeed
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    - local: perf_train_cpu
      title: Efficient training on CPU
    - local: perf_train_cpu_many
      title: Distributed CPU training
    - local: perf_train_tpu_tf
      title: Training on TPU with TensorFlow
    - local: perf_train_special
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      title: PyTorch training on Apple silicon
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    - 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
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      title: CPU inference
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    - local: perf_infer_gpu_one
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      title: GPU inference
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    title: Optimizing inference
  - local: big_models
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    title: Instantiate a big model
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  - local: debugging
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    title: Debugging
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  - 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
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    title: How to contribute to 馃 Transformers?
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  - local: add_new_model
    title: How to add a model to 馃 Transformers?
  - 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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- sections:
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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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  - local: llm_tutorial_optimization
    title: Getting the most out of LLMs
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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/backbones
      title: Backbones
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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
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      title: DeepSpeed
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    - 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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        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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        title: Cohere
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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
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        title: DBRX
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      - 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/falcon_mamba
        title: FalconMamba
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        title: FastSpeech2Conformer
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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
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        title: Fuyu
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      - local: model_doc/gemma
        title: Gemma
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      - local: model_doc/gemma2
        title: Gemma2
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        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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        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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        title: Jamba
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        title: JetMoe
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      - local: model_doc/jukebox
        title: Jukebox
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        title: LED
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        title: LLaMA
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        title: Llama2
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        title: Llama3
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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
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        title: MADLAD-400
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      - local: model_doc/mamba
        title: Mamba
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      - local: model_doc/mamba2
        title: mamba2
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      - 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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        title: MegatronBERT
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        title: MegatronGPT2
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        title: Mistral
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        title: Mixtral
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        title: mLUKE
      - local: model_doc/mobilebert
        title: MobileBERT
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        title: MPNet
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        title: MPT
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        title: MRA
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        title: MT5
      - local: model_doc/mvp
        title: MVP
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        title: Nemotron
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      - local: model_doc/nezha
        title: NEZHA
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        title: NLLB
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        title: NLLB-MoE
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        title: Nystr枚mformer
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        title: OLMo
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        title: Open-Llama
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        title: OPT
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        title: Pegasus
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        title: PEGASUS-X
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      - local: model_doc/persimmon
        title: Persimmon
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        title: Phi
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        title: Phi-3
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        title: PhoBERT
      - local: model_doc/plbart
        title: PLBart
      - local: model_doc/prophetnet
        title: ProphetNet
      - local: model_doc/qdqbert
        title: QDQBert
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        title: Qwen2
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      - local: model_doc/qwen2_audio
        title: Qwen2Audio
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        title: Qwen2MoE
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        title: RAG
      - local: model_doc/realm
        title: REALM
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        title: RecurrentGemma
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      - local: model_doc/reformer
        title: Reformer
      - local: model_doc/rembert
        title: RemBERT
      - local: model_doc/retribert
        title: RetriBERT
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        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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        title: RWKV
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      title: Vision models
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        title: ViViT
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        title: Vision Encoder Decoder Models
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        title: VisualBERT
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        title: X-CLIP
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      title: Multimodal models
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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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        title: Informer
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        title: PatchTSMixer
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        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