Buckets:
| - sections: | |
| - local: index | |
| title: Transformers | |
| - local: installation | |
| title: Installation | |
| - local: quicktour | |
| title: Quickstart | |
| title: Get started | |
| - isExpanded: true | |
| sections: | |
| - isExpanded: false | |
| sections: | |
| - local: models | |
| title: Loading models | |
| - local: weightconverter | |
| title: Dynamic weight loading | |
| - local: backbones | |
| title: Backbones | |
| - local: custom_models | |
| title: Customizing models | |
| - local: heterogeneous_configurations | |
| title: Heterogeneous configurations | |
| - local: how_to_hack_models | |
| title: Customizing model components | |
| - local: monkey_patching | |
| title: Monkey patching | |
| - local: fusion_mapping | |
| title: Fusion mapping | |
| - local: model_sharing | |
| title: Sharing | |
| - local: serialization | |
| title: Exporting to production | |
| - isExpanded: false | |
| sections: | |
| - local: contributing | |
| title: Contribute to Transformers | |
| - local: modular_transformers | |
| title: Add a model with modular transformers | |
| - local: multimodal_processing | |
| title: Multimodal processors | |
| - local: add_vision_processing_components | |
| title: Vision processing components | |
| - local: add_audio_processing_components | |
| title: Audio processing components | |
| - local: modeling_rules | |
| title: Model structure rules | |
| - local: model_output_tracing | |
| title: Tracing model intermediate outputs | |
| - local: auto_docstring | |
| title: Auto-generating docstrings | |
| - local: testing | |
| title: Writing model tests | |
| - local: pr_checks | |
| title: Pull request checks | |
| - local: add_new_model | |
| title: Legacy model contribution | |
| title: Contribute | |
| title: Models | |
| - isExpanded: false | |
| sections: | |
| - local: fast_tokenizers | |
| title: Tokenizers | |
| - local: custom_tokenizers | |
| title: Customizing tokenizers | |
| - local: tokenizer_summary | |
| title: Tokenization algorithms | |
| - local: image_processors | |
| title: Image processors | |
| - local: video_processors | |
| title: Video processors | |
| - local: feature_extractors | |
| title: Feature extractors | |
| - local: processors | |
| title: Processors | |
| title: Preprocessors | |
| title: Base classes | |
| - isExpanded: true | |
| sections: | |
| - isExpanded: false | |
| sections: | |
| - local: pipeline_tutorial | |
| title: Pipeline | |
| - local: pipeline_gradio | |
| title: Machine learning apps | |
| - local: pipeline_webserver | |
| title: Web server inference | |
| - local: add_new_pipeline | |
| title: Adding a new pipeline | |
| title: Pipeline API | |
| - isExpanded: false | |
| sections: | |
| - local: llm_tutorial | |
| title: Text generation | |
| - local: generation_strategies | |
| title: Decoding methods | |
| - local: generation_features | |
| title: Generation features | |
| - local: tasks/prompting | |
| title: Prompt engineering | |
| - local: perplexity | |
| title: Perplexity of fixed-length models | |
| title: Generate API | |
| - isExpanded: false | |
| sections: | |
| - local: optimization_overview | |
| title: Overview | |
| - local: attention_interface | |
| title: Attention backends | |
| - local: experts_interface | |
| title: Experts backends | |
| - local: continuous_batching | |
| title: Continuous batching | |
| - local: continuous_batching_architecture | |
| title: Continuous batching architecture | |
| - local: paged_attention | |
| title: Paged attention | |
| - sections: | |
| - local: kernel_doc/overview | |
| title: Overview | |
| - local: kernel_doc/loading_kernels | |
| title: Loading kernels | |
| - local: kernel_doc/writing_kernels | |
| title: Writing kernels | |
| title: Kernels for inference | |
| - local: perf_torch_compile | |
| title: torch.compile for inference | |
| - local: exporters | |
| title: Exporters | |
| - local: exporters_extend | |
| title: Extending the exporters | |
| - local: perf_infer_gpu_multi | |
| title: Tensor parallelism for inference | |
| - local: expert_parallelism | |
| title: Expert parallelism | |
| - local: cache_explanation | |
| title: How caching works | |
| - local: kv_cache | |
| title: Cache strategies | |
| - local: assisted_decoding | |
| title: Assisted decoding | |
| - local: llm_tutorial_optimization | |
| title: Getting the most out of LLMs | |
| title: Optimization | |
| - isExpanded: false | |
| sections: | |
| - local: conversations | |
| title: Chat basics | |
| - local: chat_templating | |
| title: Chat templates | |
| - local: chat_content_patterns | |
| title: Chat message patterns | |
| - local: chat_templating_multimodal | |
| title: Multimodal chat templates | |
| - local: chat_extras | |
| title: Tool use | |
| - local: chat_templating_writing | |
| title: Writing a chat template | |
| - local: chat_response_parsing | |
| title: Response parsing | |
| title: Chat with models | |
| - isExpanded: false | |
| sections: | |
| - local: serve-cli/serving | |
| title: Serve CLI | |
| - local: serve-cli/serving_optims | |
| title: Server optimizations | |
| - local: serve-cli/cursor | |
| title: Cursor | |
| - local: serve-cli/jan | |
| title: Jan | |
| - local: serve-cli/openweb_ui | |
| title: Open WebUI | |
| - local: serve-cli/tiny_agents | |
| title: tiny-agents | |
| title: Serving | |
| title: Inference | |
| - isExpanded: true | |
| sections: | |
| - isExpanded: false | |
| sections: | |
| - local: trainer | |
| title: Trainer overview | |
| - local: training | |
| title: Fine-tuning | |
| title: Get started | |
| - isExpanded: false | |
| sections: | |
| - local: trainer_customize | |
| title: Subclassing Trainer methods | |
| - local: trainer_callbacks | |
| title: Callbacks | |
| - local: data_collators | |
| title: Data collators | |
| - local: optimizers | |
| title: Optimizers and schedulers | |
| - local: hpo_train | |
| title: Hyperparameter search | |
| - local: trainer_recipes | |
| title: Trainer features | |
| title: Customization | |
| - local: peft | |
| title: Parameter-efficient fine-tuning | |
| - isExpanded: false | |
| sections: | |
| - sections: | |
| - local: grad_accumulation | |
| title: Gradient accumulation | |
| - local: grad_checkpointing | |
| title: Gradient checkpointing | |
| - local: model_memory_anatomy | |
| title: GPU memory usage | |
| title: Memory optimization | |
| - sections: | |
| - local: mixed_precision_training | |
| title: Mixed precision training | |
| - local: torch_compile | |
| title: torch.compile for training | |
| - local: kernels | |
| title: Kernels for training | |
| - local: padding_free | |
| title: Padding-free training | |
| title: Speed optimization | |
| title: Performance | |
| - isExpanded: false | |
| sections: | |
| - local: accelerator_selection | |
| title: Accelerator selection | |
| - local: accelerate | |
| title: Accelerate | |
| - local: ddp | |
| title: DDP | |
| - local: fsdp | |
| title: FSDP2 | |
| - local: deepspeed | |
| title: DeepSpeed ZeRO | |
| - local: deepspeed_alst | |
| title: Ulysses sequence parallelism | |
| - local: tensor_parallelism | |
| title: Tensor parallelism for training | |
| - local: debugging | |
| title: Debugging | |
| - local: perf_train_gpu_many | |
| title: Parallelism methods | |
| title: Distributed training | |
| - isExpanded: false | |
| sections: | |
| - local: perf_train_cpu | |
| title: CPU | |
| - local: perf_train_special | |
| title: Apple Silicon | |
| - local: perf_train_gaudi | |
| title: Intel Gaudi | |
| - local: perf_hardware | |
| title: Building a GPU workstation | |
| title: Hardware | |
| title: Training | |
| - isExpanded: false | |
| sections: | |
| - local: quantization/overview | |
| title: Overview | |
| - local: quantization/selecting | |
| title: Selecting a quantization method | |
| - local: quantization/concept_guide | |
| title: Quantization concepts | |
| - sections: | |
| - local: quantization/bitsandbytes | |
| title: bitsandbytes | |
| - local: quantization/eetq | |
| title: EETQ | |
| - local: quantization/higgs | |
| title: HIGGS | |
| - local: quantization/hqq | |
| title: HQQ | |
| - local: quantization/metal | |
| title: Metal | |
| - local: quantization/quanto | |
| title: Quanto | |
| - local: quantization/sinq | |
| title: SINQ | |
| - local: quantization/torchao | |
| title: torchao | |
| title: Quantize on the fly | |
| - sections: | |
| - local: quantization/fbgemm_fp8 | |
| title: FBGEMM | |
| - local: quantization/finegrained_fp8 | |
| title: Fine-grained FP8 | |
| - local: quantization/fouroversix | |
| title: Four Over Six | |
| - local: quantization/fp_quant | |
| title: FP-Quant | |
| - local: quantization/mxfp4 | |
| title: MXFP4 | |
| - local: quantization/nvfp4 | |
| title: NVFP4 | |
| title: FP4 and FP8 formats | |
| - sections: | |
| - local: quantization/auto_round | |
| title: AutoRound | |
| - local: quantization/awq | |
| title: AWQ | |
| - local: quantization/gptq | |
| title: GPTQ | |
| title: Calibration-based methods | |
| - sections: | |
| - local: quantization/aqlm | |
| title: AQLM | |
| - local: quantization/bitnet | |
| title: BitNet | |
| - local: quantization/compressed_tensors | |
| title: compressed-tensors | |
| - local: gguf | |
| title: GGUF | |
| - local: quantization/spqr | |
| title: SpQR | |
| - local: quantization/vptq | |
| title: VPTQ | |
| title: Load pre-quantized models | |
| - sections: | |
| - local: quantization/optimum | |
| title: Optimum | |
| - local: quantization/quark | |
| title: Quark | |
| title: Hardware toolkits | |
| - local: quantization/contribute | |
| title: Contribute | |
| title: Quantization | |
| - isExpanded: false | |
| sections: | |
| - sections: | |
| - local: community_integrations/transformers_as_backend | |
| title: Building a compatible model backend for inference | |
| - local: community_integrations/sglang | |
| title: SGLang | |
| - local: community_integrations/tensorrt-llm | |
| title: TensorRT-LLM | |
| - local: community_integrations/vllm | |
| title: vLLM | |
| title: Inference engines | |
| - sections: | |
| - local: community_integrations/candle | |
| title: Candle | |
| - local: community_integrations/executorch | |
| title: ExecuTorch | |
| - local: community_integrations/llama_cpp | |
| title: llama.cpp | |
| - local: community_integrations/mlx | |
| title: MLX | |
| title: Local deployment | |
| - sections: | |
| - local: community_integrations/nemo_automodel_pretraining | |
| title: NeMo Automodel | |
| - local: community_integrations/nanotron | |
| title: Nanotron | |
| - local: community_integrations/torchtitan | |
| title: torchtitan | |
| title: Pretraining | |
| - sections: | |
| - local: community_integrations/nemo_automodel_finetuning | |
| title: NeMo Automodel | |
| - local: community_integrations/axolotl | |
| title: Axolotl | |
| - local: community_integrations/trl | |
| title: TRL | |
| - local: community_integrations/unsloth | |
| title: Unsloth | |
| title: Fine-tuning | |
| title: Ecosystem integrations | |
| - isExpanded: false | |
| sections: | |
| - sections: | |
| - 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 | |
| - sections: | |
| - local: tasks/audio_classification | |
| title: Audio classification | |
| - local: tasks/asr | |
| title: Automatic speech recognition | |
| - local: tasks/audio_text_to_text | |
| title: Audio-text-to-text | |
| - local: tasks/text-to-speech | |
| title: Text to speech | |
| title: Audio | |
| - 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/instance_segmentation | |
| title: Instance segmentation | |
| - 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_feature_extraction | |
| title: Image feature extraction | |
| - local: tasks/mask_generation | |
| title: Mask generation | |
| - local: tasks/keypoint_detection | |
| title: Keypoint detection | |
| - local: tasks/knowledge_distillation_for_image_classification | |
| title: Knowledge distillation for computer vision | |
| - local: tasks/keypoint_matching | |
| title: Keypoint matching | |
| - local: tasks/training_vision_backbone | |
| title: Training vision models using Backbone API | |
| title: Computer vision | |
| - 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/image_text_to_text | |
| title: Image-text-to-text | |
| - local: tasks/any_to_any | |
| title: Any-to-any | |
| - local: tasks/video_text_to_text | |
| title: Video-text-to-text | |
| - local: tasks/visual_document_retrieval | |
| title: Visual document retrieval | |
| title: Multimodal | |
| title: Task recipes | |
| - local: run_scripts | |
| title: Training scripts | |
| - local: glossary | |
| title: Glossary | |
| - local: philosophy | |
| title: Philosophy | |
| - local: models_timeline | |
| title: Models timeline | |
| - local: notebooks | |
| title: Notebooks with examples | |
| - local: community | |
| title: Community resources | |
| - local: troubleshooting | |
| title: Troubleshoot | |
| title: Resources | |
| - isExpanded: false | |
| sections: | |
| - sections: | |
| - 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/continuous_batching | |
| title: Continuous batching | |
| - local: main_classes/data_collator | |
| title: Data collator | |
| - local: main_classes/logging | |
| title: Logging | |
| - local: main_classes/model | |
| title: Models | |
| - local: main_classes/text_generation | |
| title: Text generation | |
| - local: main_classes/optimizer_schedules | |
| title: Optimization | |
| - local: main_classes/output | |
| title: Model outputs | |
| - local: main_classes/peft | |
| title: PEFT | |
| - local: main_classes/pipelines | |
| title: Pipelines | |
| - local: main_classes/processors | |
| title: Processors | |
| - local: main_classes/exporters | |
| title: Exporters | |
| - 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/executorch | |
| title: ExecuTorch | |
| - local: main_classes/feature_extractor | |
| title: Feature extractor | |
| - local: main_classes/image_processor | |
| title: Image processor | |
| - local: main_classes/video_processor | |
| title: Video processor | |
| - local: main_classes/kernels | |
| title: Kernels | |
| title: Main classes | |
| - sections: | |
| - sections: | |
| - local: model_doc/axk1 | |
| title: A.X-K1 | |
| - local: model_doc/axk2 | |
| title: A.X-K2 | |
| - local: model_doc/afmoe | |
| title: AFMoE | |
| - local: model_doc/albert | |
| title: ALBERT | |
| - local: model_doc/apertus | |
| title: Apertus | |
| - local: model_doc/arcee | |
| title: Arcee | |
| - local: model_doc/bamba | |
| title: Bamba | |
| - 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/bitnet | |
| title: BitNet | |
| - local: model_doc/blenderbot | |
| title: Blenderbot | |
| - local: model_doc/blenderbot-small | |
| title: Blenderbot Small | |
| - local: model_doc/bloom | |
| title: BLOOM | |
| - local: model_doc/blt | |
| title: BLT | |
| - 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/cohere | |
| title: Cohere | |
| - local: model_doc/cohere2 | |
| title: Cohere2 | |
| - local: model_doc/cohere2_moe | |
| title: Cohere2Moe | |
| - 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/dbrx | |
| title: DBRX | |
| - local: model_doc/deberta | |
| title: DeBERTa | |
| - local: model_doc/deberta-v2 | |
| title: DeBERTa-v2 | |
| - local: model_doc/deepseek_ocr2 | |
| title: DeepSeek-OCR-2 | |
| - local: model_doc/deepseek_v2 | |
| title: DeepSeek-V2 | |
| - local: model_doc/deepseek_v3 | |
| title: DeepSeek-V3 | |
| - local: model_doc/deepseek_v32 | |
| title: DeepSeek-V3.2 | |
| - local: model_doc/deepseek_v4 | |
| title: DeepSeek-V4 | |
| - local: model_doc/diffllama | |
| title: DiffLlama | |
| - local: model_doc/distilbert | |
| title: DistilBERT | |
| - local: model_doc/doge | |
| title: Doge | |
| - local: model_doc/dots1 | |
| title: dots1 | |
| - 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/ernie4_5 | |
| title: Ernie4_5 | |
| - local: model_doc/ernie4_5_moe | |
| title: Ernie4_5_MoE | |
| - local: model_doc/esm | |
| title: ESM | |
| - local: model_doc/esmc | |
| title: ESMC | |
| - local: model_doc/esmfold2 | |
| title: ESMFold2 | |
| - local: model_doc/eurobert | |
| title: EuroBERT | |
| - local: model_doc/exaone4 | |
| title: EXAONE-4.0 | |
| - local: model_doc/exaone4_5 | |
| title: EXAONE-4.5 | |
| - local: model_doc/exaone_moe | |
| title: EXAONE-MoE | |
| - local: model_doc/falcon | |
| title: Falcon | |
| - local: model_doc/falcon3 | |
| title: Falcon3 | |
| - local: model_doc/falcon_h1 | |
| title: FalconH1 | |
| - local: model_doc/falcon_mamba | |
| title: FalconMamba | |
| - 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/flex_olmo | |
| title: FlexOlmo | |
| - 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/gemma | |
| title: Gemma | |
| - local: model_doc/gemma2 | |
| title: Gemma2 | |
| - local: model_doc/glm | |
| title: GLM-4 | |
| - local: model_doc/glm4 | |
| title: GLM-4-0414 | |
| - local: model_doc/glm4_moe | |
| title: GLM-4.5, GLM-4.6, GLM-4.7 | |
| - local: model_doc/glm4_moe_lite | |
| title: GLM-4.7-Flash | |
| - local: model_doc/glm5_next | |
| title: GLM-5.3-Flash | |
| - local: model_doc/glm_image | |
| title: GLM-Image | |
| - local: model_doc/glm_moe_dsa | |
| title: GlmMoeDsa | |
| - 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/gpt_oss | |
| title: GptOss | |
| - local: model_doc/gpt-sw3 | |
| title: GPTSw3 | |
| - local: model_doc/granite | |
| title: Granite | |
| - local: model_doc/granitemoe | |
| title: GraniteMoe | |
| - local: model_doc/granitemoehybrid | |
| title: GraniteMoeHybrid | |
| - local: model_doc/granitemoeshared | |
| title: GraniteMoeShared | |
| - local: model_doc/granitemoe_swa | |
| title: GraniteMoeSWA | |
| - local: model_doc/granite_swa | |
| title: GraniteSWA | |
| - local: model_doc/helium | |
| title: Helium | |
| - local: model_doc/herbert | |
| title: HerBERT | |
| - local: model_doc/hrm_text | |
| title: HRM-Text | |
| - local: model_doc/hunyuan_v1_dense | |
| title: HunYuanDenseV1 | |
| - local: model_doc/hunyuan_v1_moe | |
| title: HunYuanMoEV1 | |
| - local: model_doc/hunyuan_vl | |
| title: HunYuanVL | |
| - local: model_doc/hyperclovax | |
| title: HyperCLOVAX | |
| - local: model_doc/hy_v3 | |
| title: HYV3 | |
| - local: model_doc/ibert | |
| title: I-BERT | |
| - local: model_doc/jais2 | |
| title: Jais2 | |
| - local: model_doc/jamba | |
| title: Jamba | |
| - local: model_doc/jetmoe | |
| title: JetMoe | |
| - local: model_doc/jina_embeddings_v3 | |
| title: jina_embeddings_v3 | |
| - local: model_doc/laguna | |
| title: Laguna | |
| - local: model_doc/led | |
| title: LED | |
| - local: model_doc/lfm2 | |
| title: LFM2 | |
| - local: model_doc/lfm2_moe | |
| title: LFM2Moe | |
| - local: model_doc/llama | |
| title: LLaMA | |
| - local: model_doc/llama2 | |
| title: Llama2 | |
| - local: model_doc/llama3 | |
| title: Llama3 | |
| - local: model_doc/longcat_flash | |
| title: LongCatFlash | |
| - 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/mamba | |
| title: Mamba | |
| - local: model_doc/mamba2 | |
| title: Mamba2 | |
| - local: model_doc/marian | |
| title: MarianMT | |
| - local: model_doc/markuplm | |
| title: MarkupLM | |
| - local: model_doc/mbart | |
| title: MBart and MBart-50 | |
| - local: model_doc/megatron-bert | |
| title: MegatronBERT | |
| - local: model_doc/mellum | |
| title: Mellum | |
| - local: model_doc/mimo_v2_flash | |
| title: MiMo-V2-Flash | |
| - local: model_doc/minicpm3 | |
| title: MiniCPM3 | |
| - local: model_doc/minimax | |
| title: MiniMax | |
| - local: model_doc/minimax_m2 | |
| title: MiniMax-M2 | |
| - local: model_doc/minimax_m3_vl | |
| title: MiniMax-M3-VL | |
| - local: model_doc/ministral | |
| title: Ministral | |
| - local: model_doc/ministral3 | |
| title: Ministral3 | |
| - 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/modernbert | |
| title: ModernBert | |
| - local: model_doc/modernbert-decoder | |
| title: ModernBERTDecoder | |
| - local: model_doc/modernvbert | |
| title: ModernVBert | |
| - 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/muse_glimmer | |
| title: MuseGlimmer | |
| - local: model_doc/muse_glimmer_assistant | |
| title: MuseGlimmerAssistant | |
| - local: model_doc/mvp | |
| title: MVP | |
| - local: model_doc/myt5 | |
| title: myt5 | |
| - local: model_doc/nanochat | |
| title: NanoChat | |
| - local: model_doc/nemotron | |
| title: Nemotron | |
| - local: model_doc/nemotron_h | |
| title: NemotronH | |
| - local: model_doc/nllb | |
| title: NLLB | |
| - local: model_doc/nllb-moe | |
| title: NLLB-MoE | |
| - local: model_doc/nomic_bert | |
| title: NomicBERT | |
| - local: model_doc/nystromformer | |
| title: Nyströmformer | |
| - local: model_doc/olmo | |
| title: OLMo | |
| - local: model_doc/olmo2 | |
| title: OLMo2 | |
| - local: model_doc/olmo3 | |
| title: Olmo3 | |
| - local: model_doc/olmoe | |
| title: OLMoE | |
| - local: model_doc/olmo_hybrid | |
| title: OlmoHybrid | |
| - local: model_doc/openai_privacy_filter | |
| title: OpenAI Privacy Filter | |
| - 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/phi3 | |
| title: Phi-3 | |
| - local: model_doc/phimoe | |
| title: PhiMoE | |
| - local: model_doc/phobert | |
| title: PhoBERT | |
| - local: model_doc/plbart | |
| title: PLBart | |
| - local: model_doc/prophetnet | |
| title: ProphetNet | |
| - local: model_doc/qwen2 | |
| title: Qwen2 | |
| - local: model_doc/qwen2_moe | |
| title: Qwen2MoE | |
| - local: model_doc/qwen3 | |
| title: Qwen3 | |
| - local: model_doc/qwen3_5 | |
| title: Qwen3.5 | |
| - local: model_doc/qwen3_5_moe | |
| title: Qwen3.5 Moe | |
| - local: model_doc/qwen3_moe | |
| title: Qwen3MoE | |
| - local: model_doc/qwen3_next | |
| title: Qwen3Next | |
| - local: model_doc/qwen4_exp | |
| title: Qwen4-Exp | |
| - local: model_doc/rag | |
| title: RAG | |
| - local: model_doc/recurrent_gemma | |
| title: RecurrentGemma | |
| - local: model_doc/reformer | |
| title: Reformer | |
| - local: model_doc/rembert | |
| title: RemBERT | |
| - 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/seed_oss | |
| title: Seed-Oss | |
| - local: model_doc/smollm3 | |
| title: SmolLM3 | |
| - local: model_doc/solar_open | |
| title: SolarOpen | |
| - local: model_doc/splinter | |
| title: Splinter | |
| - local: model_doc/squeezebert | |
| title: SqueezeBERT | |
| - local: model_doc/stablelm | |
| title: StableLm | |
| - local: model_doc/starcoder2 | |
| title: Starcoder2 | |
| - local: model_doc/step3p7 | |
| title: Step3p7 | |
| - local: model_doc/switch_transformers | |
| title: SwitchTransformers | |
| - local: model_doc/t5 | |
| title: T5 | |
| - local: model_doc/t5gemma | |
| title: T5Gemma | |
| - local: model_doc/t5gemma2 | |
| title: T5Gemma2 | |
| - local: model_doc/t5v1.1 | |
| title: T5v1.1 | |
| - local: model_doc/ul2 | |
| title: UL2 | |
| - local: model_doc/umt5 | |
| title: UMT5 | |
| - local: model_doc/vaultgemma | |
| title: VaultGemma | |
| - local: model_doc/xmod | |
| title: X-MOD | |
| - local: model_doc/xglm | |
| title: XGLM | |
| - local: model_doc/xlm | |
| title: XLM | |
| - 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/xlstm | |
| title: xLSTM | |
| - local: model_doc/yoso | |
| title: YOSO | |
| - local: model_doc/youtu | |
| title: Youtu-LLM | |
| - local: model_doc/zamba | |
| title: Zamba | |
| - local: model_doc/zamba2 | |
| title: Zamba2 | |
| - local: model_doc/zaya | |
| title: ZAYA | |
| title: Text models | |
| - sections: | |
| - local: model_doc/aimv2 | |
| title: Aimv2 | |
| - local: model_doc/beit | |
| title: BEiT | |
| - local: model_doc/bit | |
| title: BiT | |
| - local: model_doc/chmv2 | |
| title: CHMv2 | |
| - 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/d_fine | |
| title: D-FINE | |
| - local: model_doc/dab-detr | |
| title: DAB-DETR | |
| - local: model_doc/deformable_detr | |
| title: Deformable DETR | |
| - local: model_doc/deimv2 | |
| title: DEIMv2 | |
| - local: model_doc/deit | |
| title: DeiT | |
| - local: model_doc/depth_anything | |
| title: Depth Anything | |
| - local: model_doc/depth_anything_v2 | |
| title: Depth Anything V2 | |
| - local: model_doc/depth_pro | |
| title: DepthPro | |
| - local: model_doc/detr | |
| title: DETR | |
| - local: model_doc/dinat | |
| title: DiNAT | |
| - local: model_doc/dinov2 | |
| title: DINOV2 | |
| - local: model_doc/dinov2_with_registers | |
| title: DINOv2 with Registers | |
| - local: model_doc/dinov3 | |
| title: DINOv3 | |
| - local: model_doc/dpt | |
| title: DPT | |
| - local: model_doc/efficientloftr | |
| title: EfficientLoFTR | |
| - local: model_doc/efficientnet | |
| title: EfficientNet | |
| - local: model_doc/eomt | |
| title: EoMT | |
| - local: model_doc/eomt_dinov3 | |
| title: EoMT-DINOv3 | |
| - local: model_doc/focalnet | |
| title: FocalNet | |
| - local: model_doc/glpn | |
| title: GLPN | |
| - local: model_doc/hgnet_v2 | |
| title: HGNet-V2 | |
| - local: model_doc/hiera | |
| title: Hiera | |
| - local: model_doc/ijepa | |
| title: I-JEPA | |
| - local: model_doc/imagegpt | |
| title: ImageGPT | |
| - local: model_doc/levit | |
| title: LeViT | |
| - local: model_doc/lightglue | |
| title: LightGlue | |
| - local: model_doc/lw_detr | |
| title: LW-DETR | |
| - local: model_doc/mask2former | |
| title: Mask2Former | |
| - local: model_doc/maskformer | |
| title: MaskFormer | |
| - local: model_doc/mlcd | |
| title: MLCD | |
| - 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/pixio | |
| title: Pixio | |
| - local: model_doc/poolformer | |
| title: PoolFormer | |
| - local: model_doc/prompt_depth_anything | |
| title: Prompt Depth Anything | |
| - local: model_doc/pvt | |
| title: Pyramid Vision Transformer (PVT) | |
| - local: model_doc/pvt_v2 | |
| title: Pyramid Vision Transformer v2 (PVTv2) | |
| - local: model_doc/radio | |
| title: RADIO | |
| - local: model_doc/regnet | |
| title: RegNet | |
| - local: model_doc/resnet | |
| title: ResNet | |
| - local: model_doc/rf_detr | |
| title: RF-DETR | |
| - local: model_doc/rt_detr | |
| title: RT-DETR | |
| - local: model_doc/rt_detr_v2 | |
| title: RT-DETRv2 | |
| - local: model_doc/sam2 | |
| title: SAM2 | |
| - local: model_doc/sam3_tracker | |
| title: Sam3Tracker | |
| - local: model_doc/sapiens2 | |
| title: Sapiens2 | |
| - local: model_doc/segformer | |
| title: SegFormer | |
| - local: model_doc/seggpt | |
| title: SegGpt | |
| - local: model_doc/sam | |
| title: Segment Anything | |
| - local: model_doc/sam_hq | |
| title: Segment Anything High Quality | |
| - local: model_doc/superglue | |
| title: SuperGlue | |
| - local: model_doc/superpoint | |
| title: SuperPoint | |
| - 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/textnet | |
| title: TextNet | |
| - local: model_doc/timm_wrapper | |
| title: Timm Wrapper | |
| - local: model_doc/upernet | |
| title: UperNet | |
| - local: model_doc/uvdoc | |
| title: UVDoc | |
| - local: model_doc/videomt | |
| title: VidEoMT | |
| - local: model_doc/vit | |
| title: Vision Transformer (ViT) | |
| - 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/vitpose | |
| title: ViTPose | |
| - local: model_doc/yolos | |
| title: YOLOS | |
| - local: model_doc/zoedepth | |
| title: ZoeDepth | |
| title: Vision models | |
| - 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/cohere_asr | |
| title: Cohere ASR | |
| - local: model_doc/csm | |
| title: CSM | |
| - local: model_doc/dac | |
| title: dac | |
| - local: model_doc/dia | |
| title: Dia | |
| - local: model_doc/encodec | |
| title: EnCodec | |
| - local: model_doc/fastspeech2_conformer | |
| title: FastSpeech2Conformer | |
| - local: model_doc/glmasr | |
| title: GLM-ASR | |
| - local: model_doc/granite_speech | |
| title: GraniteSpeech | |
| - local: model_doc/granite_speech5 | |
| title: GraniteSpeech5 | |
| - local: model_doc/granite_speech_plus | |
| title: GraniteSpeechPlus | |
| - local: model_doc/higgs_audio_v2 | |
| title: Higgs Audio V2 | |
| - local: model_doc/higgs_audio_v2_tokenizer | |
| title: Higgs Audio V2 Tokenizer | |
| - local: model_doc/hubert | |
| title: Hubert | |
| - local: model_doc/kyutai_speech_to_text | |
| title: Kyutai Speech-To-Text | |
| - local: model_doc/lasr | |
| title: LASR | |
| - local: model_doc/mimi | |
| title: Mimi | |
| - local: model_doc/mms | |
| title: MMS | |
| - local: model_doc/moonshine | |
| title: Moonshine | |
| - local: model_doc/moonshine_streaming | |
| title: Moonshine Streaming | |
| - local: model_doc/moshi | |
| title: Moshi | |
| - local: model_doc/musicgen | |
| title: MusicGen | |
| - local: model_doc/musicgen_melody | |
| title: MusicGen Melody | |
| - local: model_doc/nemotron3_5_asr | |
| title: Nemotron 3.5 ASR | |
| - local: model_doc/nemotron_asr_streaming | |
| title: Nemotron ASR Streaming | |
| - local: model_doc/parakeet | |
| title: Parakeet | |
| - local: model_doc/pe_audio | |
| title: PE Audio | |
| - local: model_doc/pop2piano | |
| title: Pop2Piano | |
| - local: model_doc/qwen3_asr | |
| title: Qwen3 ASR | |
| - 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/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/vibevoice_acoustic_tokenizer | |
| title: VibeVoice Acoustic Tokenizer | |
| - local: model_doc/vibevoice_asr | |
| title: VibeVoice ASR | |
| - 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/xcodec | |
| title: X-Codec | |
| - local: model_doc/xcodec2 | |
| title: X-Codec2 | |
| - local: model_doc/xls_r | |
| title: XLS-R | |
| - local: model_doc/xlsr_wav2vec2 | |
| title: XLSR-Wav2Vec2 | |
| title: Audio models | |
| - sections: | |
| - local: model_doc/pe_video | |
| title: PE Video | |
| - local: model_doc/sam2_video | |
| title: SAM2 Video | |
| - local: model_doc/sam3_tracker_video | |
| title: Sam3TrackerVideo | |
| - local: model_doc/timesformer | |
| title: TimeSformer | |
| - local: model_doc/vjepa2 | |
| title: V-JEPA 2 | |
| - local: model_doc/videomae | |
| title: VideoMAE | |
| - local: model_doc/videoprism | |
| title: VideoPrism | |
| - local: model_doc/vivit | |
| title: ViViT | |
| title: Video models | |
| - sections: | |
| - local: model_doc/align | |
| title: ALIGN | |
| - local: model_doc/altclip | |
| title: AltCLIP | |
| - local: model_doc/aria | |
| title: Aria | |
| - local: model_doc/audioflamingo3 | |
| title: AudioFlamingo3 | |
| - local: model_doc/aya_vision | |
| title: AyaVision | |
| - 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/chameleon | |
| title: Chameleon | |
| - 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/cwm | |
| title: Code World Model (CWM) | |
| - local: model_doc/cohere2_vision | |
| title: Cohere2Vision | |
| - local: model_doc/cohere_compass | |
| title: CohereCompass | |
| - local: model_doc/colmodernvbert | |
| title: ColModernVBert | |
| - local: model_doc/colpali | |
| title: ColPali | |
| - local: model_doc/colqwen2 | |
| title: ColQwen2 | |
| - local: model_doc/cosmos3_edge | |
| title: Cosmos3 Edge | |
| - local: model_doc/cosmos3_omni | |
| title: Cosmos3 Omni | |
| - local: model_doc/data2vec | |
| title: Data2Vec | |
| - local: model_doc/deepseek_vl | |
| title: DeepseekVL | |
| - local: model_doc/deepseek_vl_hybrid | |
| title: DeepseekVLHybrid | |
| - local: model_doc/deplot | |
| title: DePlot | |
| - local: model_doc/diffusion_gemma | |
| title: DiffusionGemma | |
| - local: model_doc/donut | |
| title: Donut | |
| - local: model_doc/edgetam | |
| title: EdgeTAM | |
| - local: model_doc/edgetam_video | |
| title: EdgeTamVideo | |
| - local: model_doc/emu3 | |
| title: Emu3 | |
| - local: model_doc/ernie4_5_vl_moe | |
| title: ernie4_5_vl_moe | |
| - local: model_doc/evolla | |
| title: Evolla | |
| - local: model_doc/fast_vlm | |
| title: FastVLM | |
| - local: model_doc/flava | |
| title: FLAVA | |
| - local: model_doc/florence2 | |
| title: Florence2 | |
| - local: model_doc/gemma4_assistant | |
| title: Gemma 4 Assistant | |
| - local: model_doc/gemma4_unified_assistant | |
| title: Gemma 4 Unified Assistant | |
| - local: model_doc/gemma3 | |
| title: Gemma3 | |
| - local: model_doc/gemma3n | |
| title: Gemma3n | |
| - local: model_doc/gemma4 | |
| title: Gemma4 | |
| - local: model_doc/gemma4_unified | |
| title: Gemma4 Unified | |
| - local: model_doc/git | |
| title: GIT | |
| - local: model_doc/glm46v | |
| title: Glm46V | |
| - local: model_doc/glm4v | |
| title: glm4v | |
| - local: model_doc/glm4v_moe | |
| title: glm4v_moe | |
| - local: model_doc/glmga | |
| title: Glmga | |
| - local: model_doc/glm_ocr | |
| title: GlmOcr | |
| - local: model_doc/got_ocr2 | |
| title: GOT-OCR2 | |
| - local: model_doc/granite4_vision | |
| title: Granite4Vision | |
| - local: model_doc/granitevision | |
| title: GraniteVision | |
| - local: model_doc/grounding-dino | |
| title: Grounding DINO | |
| - local: model_doc/groupvit | |
| title: GroupViT | |
| - local: model_doc/idefics | |
| title: IDEFICS | |
| - local: model_doc/idefics2 | |
| title: Idefics2 | |
| - local: model_doc/idefics3 | |
| title: Idefics3 | |
| - local: model_doc/inkling | |
| title: Inkling | |
| - local: model_doc/instructblip | |
| title: InstructBLIP | |
| - local: model_doc/instructblipvideo | |
| title: InstructBlipVideo | |
| - local: model_doc/internvl | |
| title: InternVL | |
| - local: model_doc/janus | |
| title: Janus | |
| - local: model_doc/kimi_k25 | |
| title: KimiK-2.5 | |
| - local: model_doc/kosmos-2 | |
| title: KOSMOS-2 | |
| - local: model_doc/kosmos2_5 | |
| title: KOSMOS-2.5 | |
| - 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/lfm2_vl | |
| title: LFM2-VL | |
| - local: model_doc/lighton_ocr | |
| title: LightOnOcr | |
| - local: model_doc/lilt | |
| title: LiLT | |
| - local: model_doc/llama4 | |
| title: Llama4 | |
| - local: model_doc/llava | |
| title: LLaVA | |
| - local: model_doc/llava_next | |
| title: LLaVA-NeXT | |
| - local: model_doc/llava_next_video | |
| title: LLaVa-NeXT-Video | |
| - local: model_doc/llava_onevision | |
| title: LLaVA-Onevision | |
| - local: model_doc/lxmert | |
| title: LXMERT | |
| - local: model_doc/matcha | |
| title: MatCha | |
| - local: model_doc/metaclip_2 | |
| title: MetaCLIP 2 | |
| - local: model_doc/mgp-str | |
| title: MGP-STR | |
| - local: model_doc/minicpmv4_6 | |
| title: MiniCPM-V | |
| - local: model_doc/mistral3 | |
| title: Mistral3 | |
| - local: model_doc/mistral4 | |
| title: Mistral4 | |
| - local: model_doc/mllama | |
| title: mllama | |
| - local: model_doc/mm-grounding-dino | |
| title: MM Grounding DINO | |
| - local: model_doc/musicflamingo | |
| title: MusicFlamingo | |
| - local: model_doc/nougat | |
| title: Nougat | |
| - local: model_doc/omdet-turbo | |
| title: OmDet-Turbo | |
| - local: model_doc/oneformer | |
| title: OneFormer | |
| - local: model_doc/ovis2 | |
| title: Ovis2 | |
| - local: model_doc/owlvit | |
| title: OWL-ViT | |
| - local: model_doc/owlv2 | |
| title: OWLv2 | |
| - local: model_doc/paddleocr_vl | |
| title: PaddleOCRVL | |
| - local: model_doc/paligemma | |
| title: PaliGemma | |
| - local: model_doc/pe_audio_video | |
| title: PE Audio Video | |
| - local: model_doc/perceiver | |
| title: Perceiver | |
| - local: model_doc/perception_lm | |
| title: PerceptionLM | |
| - local: model_doc/phi4_multimodal | |
| title: Phi4 Multimodal | |
| - local: model_doc/pi0 | |
| title: PI0 | |
| - local: model_doc/pix2struct | |
| title: Pix2Struct | |
| - local: model_doc/pixtral | |
| title: Pixtral | |
| - local: model_doc/pp_doclayout_v2 | |
| title: PP-DocLayoutV2 | |
| - local: model_doc/pp_doclayout_v3 | |
| title: PP-DocLayoutV3 | |
| - local: model_doc/pp_formulanet | |
| title: PP-FormulaNet | |
| - local: model_doc/pp_ocrv5_mobile_det | |
| title: PP-OCRv5_mobile_det | |
| - local: model_doc/pp_ocrv5_mobile_rec | |
| title: PP-OCRv5_mobile_rec | |
| - local: model_doc/pp_ocrv5_server_det | |
| title: PP-OCRv5_server_det | |
| - local: model_doc/pp_ocrv5_server_rec | |
| title: PP-OCRv5_server_rec | |
| - local: model_doc/pp_ocrv6_medium_det | |
| title: PP-OCRv6_medium_det | |
| - local: model_doc/pp_ocrv6_small_det | |
| title: PP-OCRv6_small_det | |
| - local: model_doc/pp_ocrv6_small_rec | |
| title: PP-OCRv6_small_rec | |
| - local: model_doc/pp_ocrv6_tiny_rec | |
| title: PP-OCRv6_tiny_rec | |
| - local: model_doc/pp_chart2table | |
| title: PPChart2Table | |
| - local: model_doc/pp_lcnet | |
| title: PPLCNet | |
| - local: model_doc/pp_lcnet_v3 | |
| title: PPLCNetV3 | |
| - local: model_doc/pp_lcnet_v4 | |
| title: PPLCNetV4 | |
| - local: model_doc/qianfan_ocr | |
| title: QianfanOCR | |
| - local: model_doc/qwen2_5_omni | |
| title: Qwen2.5-Omni | |
| - local: model_doc/qwen2_5_vl | |
| title: Qwen2.5-VL | |
| - local: model_doc/qwen2_audio | |
| title: Qwen2Audio | |
| - local: model_doc/qwen2_vl | |
| title: Qwen2VL | |
| - local: model_doc/qwen3_omni_moe | |
| title: Qwen3-Omni-MoE | |
| - local: model_doc/qwen3_vl | |
| title: Qwen3VL | |
| - local: model_doc/qwen3_vl_moe | |
| title: Qwen3VLMoe | |
| - local: model_doc/sam3 | |
| title: SAM3 | |
| - local: model_doc/sam3_video | |
| title: SAM3 Video | |
| - local: model_doc/sam3_lite_text | |
| title: SAM3-LiteText | |
| - local: model_doc/shieldgemma2 | |
| title: ShieldGemma2 | |
| - local: model_doc/siglip | |
| title: SigLIP | |
| - local: model_doc/siglip2 | |
| title: SigLIP2 | |
| - local: model_doc/slanet | |
| title: SLANet | |
| - local: model_doc/slanext | |
| title: SLANeXt | |
| - local: model_doc/smolvlm | |
| title: SmolVLM | |
| - local: model_doc/speech-encoder-decoder | |
| title: Speech Encoder Decoder Models | |
| - local: model_doc/tapas | |
| title: TAPAS | |
| - local: model_doc/tipsv2 | |
| title: TIPSv2 | |
| - local: model_doc/tipsv2_dpt | |
| title: TIPSv2 DPT | |
| - local: model_doc/trocr | |
| title: TrOCR | |
| - local: model_doc/tvp | |
| title: TVP | |
| - local: model_doc/udop | |
| title: UDOP | |
| - local: model_doc/video_llama_3 | |
| title: VideoLlama3 | |
| - local: model_doc/video_llava | |
| title: VideoLlava | |
| - 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/voxtral | |
| title: Voxtral | |
| - local: model_doc/voxtral_realtime | |
| title: VoxtralRealtime | |
| - local: model_doc/xclip | |
| title: X-CLIP | |
| title: Multimodal models | |
| - sections: | |
| - local: model_doc/decision_transformer | |
| title: Decision Transformer | |
| title: Reinforcement learning models | |
| - 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 | |
| - local: model_doc/timesfm | |
| title: TimesFM | |
| - local: model_doc/timesfm2_5 | |
| title: TimesFM2.5 | |
| title: Time series models | |
| title: Models | |
| - sections: | |
| - local: internal/modeling_utils | |
| title: Custom layers and utilities | |
| - local: internal/model_debugging_utils | |
| title: Utilities for model debugging | |
| - 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/import_utils | |
| title: Importing utilities | |
| - local: internal/time_series_utils | |
| title: Utilities for time series | |
| - local: internal/rope_utils | |
| title: Rotary embeddings utilities | |
| title: Internal helpers | |
| - sections: | |
| - local: reference/environment_variables | |
| title: Environment variables | |
| title: Reference | |
| title: API | |
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