sections: local: index title: 🤗 Transformers local: quicktour title: Quick tour local: installation title: Installation title: Get started sections: local: pipeline_tutorial title: Run inference with pipelines local: autoclass_tutorial title: Write portable code with AutoClass local: preprocessing title: Preprocess data local: training title: Fine-tune a pretrained model local: run_scripts title: Train with a script local: accelerate title: Set up distributed training with 🤗 Accelerate local: peft title: Load and train adapters with 🤗 PEFT local: model_sharing title: Share your model local: transformers_agents title: Agents local: llm_tutorial title: Generation with LLMs title: Tutorials sections: 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 title: Natural Language Processing isExpanded: false sections: local: tasks/audio_classification title: Audio classification local: tasks/asr title: Automatic speech recognition title: Audio isExpanded: false sections: local: tasks/image_classification title: Image classification local: tasks/semantic_segmentation title: Image 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 local: tasks/image_to_image title: Image-to-Image local: tasks/mask_generation title: Mask Generation local: tasks/knowledge_distillation_for_image_classification title: Knowledge Distillation for Computer Vision title: Computer Vision 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 title: Multimodal isExpanded: false sections: local: generation_strategies title: Customize the generation strategy title: Generation isExpanded: false sections: local: tasks/idefics title: Image tasks with IDEFICS local: tasks/prompting title: LLM prompting guide title: Prompting title: Task Guides sections: local: fast_tokenizers title: Use fast tokenizers from 🤗 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: chat_templating title: Templates for chat models local: trainer title: Trainer 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 local: hf_quantizer title: Contribute new quantization method title: Developer guides sections: local: performance title: Overview local: quantization title: Quantization 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: fsdp title: Fully Sharded Data Parallel local: deepspeed title: DeepSpeed 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 title: PyTorch training on Apple silicon 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: CPU inference local: perf_infer_gpu_one title: GPU inference title: Optimizing inference local: big_models title: Instantiating a big model local: debugging title: Debugging local: tf_xla title: XLA Integration for TensorFlow Models local: perf_torch_compile title: Optimize inference using torch.compile() 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 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 local: model_memory_anatomy title: Model training anatomy local: llm_tutorial_optimization title: Getting the most out of LLMs title: Conceptual guides sections: sections: local: main_classes/agent title: Agents and Tools local: model_doc/auto title: Auto Classes local: main_classes/backbones title: Backbones 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 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/code_llama title: CodeLlama 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/falcon title: Falcon local: model_doc/fastspeech2_conformer title: FastSpeech2Conformer 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/fuyu title: Fuyu 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/llama2 title: Llama2 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/madlad-400 title: MADLAD-400 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/mistral title: Mistral local: model_doc/mixtral title: Mixtral local: model_doc/mluke title: mLUKE local: model_doc/mobilebert title: MobileBERT local: model_doc/mpnet title: MPNet local: model_doc/mpt title: MPT local: model_doc/mra title: MRA 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/open-llama title: Open-Llama local: model_doc/opt title: OPT local: model_doc/pegasus title: Pegasus local: model_doc/pegasus_x title: PEGASUS-X local: model_doc/persimmon title: Persimmon local: model_doc/phi title: Phi 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/qwen2 title: Qwen2 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/rwkv title: RWKV local: model_doc/splinter title: Splinter local: model_doc/squeezebert title: SqueezeBERT local: model_doc/stablelm title: StableLm 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/umt5 title: UMT5 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/depth_anything title: Depth Anything local: model_doc/deta title: DETA local: model_doc/detr title: DETR local: model_doc/dinat title: DiNAT local: model_doc/dinov2 title: DINOV2 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/focalnet title: FocalNet 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/mobilevitv2 title: MobileViTV2 local: model_doc/nat title: NAT local: model_doc/poolformer title: PoolFormer local: model_doc/pvt title: Pyramid Vision Transformer (PVT) local: model_doc/regnet title: RegNet local: model_doc/resnet title: ResNet local: model_doc/segformer title: SegFormer local: model_doc/swiftformer title: SwiftFormer 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/upernet title: UperNet local: model_doc/van title: VAN local: model_doc/vit title: Vision Transformer (ViT) local: model_doc/vit_hybrid title: ViT Hybrid local: model_doc/vitdet title: ViTDet local: model_doc/vit_mae title: ViTMAE local: model_doc/vitmatte title: ViTMatte 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/bark title: Bark local: model_doc/clap title: CLAP local: model_doc/encodec title: EnCodec local: model_doc/hubert title: Hubert local: model_doc/mctct title: MCTCT local: model_doc/mms title: MMS local: model_doc/musicgen title: MusicGen local: model_doc/pop2piano title: Pop2Piano local: model_doc/seamless_m4t title: Seamless-M4T local: model_doc/seamless_m4t_v2 title: SeamlessM4T-v2 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/univnet title: UnivNet local: model_doc/vits title: VITS local: model_doc/wav2vec2 title: Wav2Vec2 local: model_doc/wav2vec2-bert title: Wav2Vec2-BERT 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/timesformer title: TimeSformer local: model_doc/videomae title: VideoMAE local: model_doc/vivit title: ViViT title: Video 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/bros title: BROS local: model_doc/chinese_clip title: Chinese-CLIP local: model_doc/clip title: CLIP local: model_doc/clipseg title: CLIPSeg local: model_doc/clvp title: CLVP 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/idefics title: IDEFICS local: model_doc/instructblip title: InstructBLIP local: model_doc/kosmos-2 title: KOSMOS-2 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/llava title: Llava local: model_doc/lxmert title: LXMERT local: model_doc/matcha title: MatCha local: model_doc/mgp-str title: MGP-STR local: model_doc/nougat title: Nougat local: model_doc/oneformer title: OneFormer local: model_doc/owlvit title: OWL-ViT local: model_doc/owlv2 title: OWLv2 local: model_doc/perceiver title: Perceiver local: model_doc/pix2struct title: Pix2Struct local: model_doc/sam title: Segment Anything local: model_doc/siglip title: SigLIP 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/tvp title: TVP local: model_doc/vilt title: ViLT local: model_doc/vipllava title: VipLlava 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/autoformer title: Autoformer local: model_doc/informer title: Informer local: model_doc/patchtsmixer title: PatchTSMixer local: model_doc/patchtst title: PatchTST 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