| - sections: | |
| - local: index | |
| title: ๐ค Transformers | |
| - local: installation | |
| title: ์ค์น๋ฐฉ๋ฒ | |
| - local: quicktour | |
| title: ๋๋ฌ๋ณด๊ธฐ | |
| title: ์์ํ๊ธฐ | |
| - isExpanded: false | |
| sections: | |
| - sections: | |
| - local: models | |
| title: ๋ชจ๋ธ ๋ก๋ํ๊ธฐ | |
| - local: custom_models | |
| title: ์ฌ์ฉ์ ์ ์ ๋ชจ๋ธ ๊ณต์ ํ๊ธฐ | |
| - local: how_to_hack_models | |
| title: ๋ชจ๋ธ ๊ตฌ์ฑ ์์ ๋ง์ถค ์ค์ ํ๊ธฐ | |
| - local: model_sharing | |
| title: ๋ง๋ ๋ชจ๋ธ ๊ณต์ ํ๊ธฐ | |
| - local: modular_transformers | |
| title: transformers์์์ ๋ชจ๋์ฑ | |
| - local: add_new_model | |
| title: ๐ค Transformers์ ์๋ก์ด ๋ชจ๋ธ์ ์ถ๊ฐํ๋ ๋ฐฉ๋ฒ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Documenting a model | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Customizing attention function | |
| title: ๋ชจ๋ธ | |
| - sections: | |
| - local: fast_tokenizers | |
| title: ๐ค Tokenizers ๋ผ์ด๋ธ๋ฌ๋ฆฌ์์ ํ ํฌ๋์ด์ ์ฌ์ฉํ๊ธฐ | |
| - local: image_processors | |
| title: ์ด๋ฏธ์ง ํ๋ก์ธ์ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Video processors | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Backbones | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Feature extractors | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Processors | |
| - local: tokenizer_summary | |
| title: ํ ํฌ๋์ด์ ์์ฝ | |
| - local: pad_truncation | |
| title: ํจ๋ฉ๊ณผ ์๋ผ๋ด๊ธฐ | |
| title: ์ ์ฒ๋ฆฌ๊ธฐ(Preprocessors) | |
| title: Base classes | |
| - isExpanded: false | |
| sections: | |
| - sections: | |
| - local: pipeline_tutorial | |
| title: Pipeline์ผ๋ก ์ถ๋ก ํ๊ธฐ | |
| - local: pipeline_gradio | |
| title: ๋จธ์ ๋ฌ๋ ์ฑ | |
| - local: pipeline_webserver | |
| title: ์ถ๋ก ์น ์๋ฒ๋ฅผ ์ํ ํ์ดํ๋ผ์ธ | |
| - local: add_new_pipeline | |
| title: ์ด๋ป๊ฒ ๐ค Transformers์ ํ์ดํ๋ผ์ธ์ ์ถ๊ฐํ๋์? | |
| title: ํ์ดํ๋ผ์ธ API | |
| - sections: | |
| - local: llm_tutorial | |
| title: ๋๊ท๋ชจ ์ธ์ด ๋ชจ๋ธ๋ก ์์ฑํ๊ธฐ | |
| - local: generation_strategies | |
| title: ํ ์คํธ ์์ฑ ์ ๋ต ์ฌ์ฉ์ ์ ์ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Generation features | |
| - local: tasks/prompting | |
| title: ๋๊ท๋ชจ ์ธ์ด ๋ชจ๋ธ ํ๋กฌํํ ๊ฐ์ด๋ | |
| - local: llm_optims | |
| title: LLM ์ถ๋ก ์ต์ ํ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Caching | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) KV cache strategies | |
| - local: serving | |
| title: ๋ชจ๋ธ ์๋นํ๊ธฐ | |
| - local: llm_tutorial_optimization | |
| title: LLM์ ์ต๋ํ ํ์ฉํ๊ธฐ | |
| - local: perplexity | |
| title: ๊ณ ์ ๊ธธ์ด ๋ชจ๋ธ์ ํํ๋ ์ํฐ(Perplexity) | |
| title: ๊ฑฐ๋ ์ธ์ด ๋ชจ๋ธ(LLMs) | |
| - sections: | |
| - local: conversations | |
| title: Transformers๋ก ์ฑํ ํ๊ธฐ | |
| - local: chat_templating | |
| title: ์ฑ๋ด ํ ํ๋ฆฟ ์ตํ๊ธฐ | |
| - local: chat_extras | |
| title: Tools ์ RAG | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Multimodal templates | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Template writing | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Tools and RAG | |
| title: ๋ชจ๋ธ์ ์ฌ์ฉํด ๋ํํ๊ธฐ | |
| - sections: | |
| - local: tiny_agents | |
| title: Tiny-Agents CLI ๋ฐ MCP ๋๊ตฌ | |
| title: ์๋น(Serving) | |
| - sections: | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) torch.compile | |
| - local: perf_infer_gpu_one | |
| title: ํ๋์ GPU๋ฅผ ํ์ฉํ ์ถ๋ก | |
| - local: perf_infer_gpu_multi | |
| title: (๋ฒ์ญ์ค) Distributed inference | |
| - local: perf_infer_cpu | |
| title: CPU๋ก ์ถ๋ก ํ๊ธฐ | |
| title: ์ต์ ํ(Optimization) | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Agents | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Tools | |
| title: ์ถ๋ก (Inference) | |
| - isExpanded: false | |
| sections: | |
| - sections: | |
| - local: trainer | |
| title: ํธ๋ ์ด๋(Trainer) | |
| - local: training | |
| title: ์ฌ์ ํ์ต๋ ๋ชจ๋ธ ๋ฏธ์ธ ์กฐ์ ํ๊ธฐ | |
| - local: optimizers | |
| title: ์ตํฐ๋ง์ด์ (Optimizers) | |
| - local: hpo_train | |
| title: Trainer API๋ฅผ ์ฌ์ฉํ ํ์ดํผํ๋ผ๋ฏธํฐ ํ์ | |
| title: Trainer API | |
| - sections: | |
| - local: accelerator_selection | |
| title: (๋ฒ์ญ์ค) Accelerator selection | |
| - local: accelerate | |
| title: ๐ค Accelerate๋ก ๋ถ์ฐ ํ์ต ๊ตฌ์ฑํ๊ธฐ | |
| - local: fsdp | |
| title: ์์ ๋ถํ ๋ฐ์ดํฐ ๋ณ๋ ฌ ์ฒ๋ฆฌ | |
| - local: deepspeed | |
| title: DeepSpeed | |
| - local: debugging | |
| title: ๋๋ฒ๊น | |
| - local: perf_train_cpu_many | |
| title: ๋ค์ค CPU์์ ํ์ตํ๊ธฐ | |
| - local: perf_train_gpu_many | |
| title: ๋ค์ค GPU์์ ํ์ต ์งํํ๊ธฐ | |
| title: ๋ถ์ฐ ํ์ต(Distributed training) | |
| - sections: | |
| - local: perf_train_gpu_one | |
| title: GPU | |
| - local: perf_train_cpu | |
| title: CPU์์ ํ๋ จ | |
| - local: perf_train_special | |
| title: Apple ์ค๋ฆฌ์ฝ์์ PyTorch ํ์ต | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Intel Gaudi | |
| - local: perf_hardware | |
| title: ํ๋ จ์ฉ ์ฌ์ฉ์ ๋ง์ถคํ ํ๋์จ์ด | |
| title: ํ๋์จ์ด | |
| - local: peft | |
| title: ๐ค PEFT๋ก ์ด๋ํฐ ๋ก๋ ๋ฐ ํ์ตํ๊ธฐ | |
| - local: model_memory_anatomy | |
| title: ๋ชจ๋ธ ํ์ต ํด๋ถํ๊ธฐ | |
| title: ํ์ต(Training) | |
| - isExpanded: false | |
| sections: | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Overview | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Selecting a quantization method | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Quantization concepts | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) AQLM | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) AutoRound | |
| - local: quantization/awq | |
| title: AWQ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) BitNet | |
| - local: quantization/bitsandbytes | |
| title: bitsandbytes | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) compressed-tensors | |
| - local: quantization/eetq | |
| title: EETQ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) FBGEMM | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Fine-grained FP8 | |
| - local: gguf | |
| title: GGUF ํ์ผ๋ค๊ณผ์ ์ํธ ์ด์ฉ์ฑ | |
| - local: quantization/gptq | |
| title: GPTQ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) HIGGS | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) HQQ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Optimum | |
| - local: quantization/quanto | |
| title: Quanto | |
| - local: quantization/quark | |
| title: Quark | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) torchao | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) SpQR | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) VPTQ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Contribute | |
| title: ์์ํ(Quantization) | |
| - isExpanded: false | |
| sections: | |
| - local: serialization | |
| title: ONNX๋ก ๋ด๋ณด๋ด๊ธฐ | |
| - local: executorch | |
| title: ExecuTorch | |
| title: ๋ฐฐํฌํ๊ฒฝ์ ๋ด๋ณด๋ด๊ธฐ | |
| - isExpanded: false | |
| sections: | |
| - sections: | |
| - sections: | |
| - local: tasks/sequence_classification | |
| title: ํ ์คํธ ๋ถ๋ฅ | |
| - local: tasks/token_classification | |
| title: ํ ํฐ ๋ถ๋ฅ | |
| - local: tasks/question_answering | |
| title: ์ง์ ์๋ต(Question Answering) | |
| - local: tasks/language_modeling | |
| title: ์ธ๊ณผ์ ์ธ์ด ๋ชจ๋ธ๋ง(Causal language modeling) | |
| - local: tasks/masked_language_modeling | |
| title: ๋ง์คํน๋ ์ธ์ด ๋ชจ๋ธ๋ง(Masked language modeling) | |
| - local: tasks/translation | |
| title: ๋ฒ์ญ | |
| - local: tasks/summarization | |
| title: ์์ฝ | |
| - local: tasks/multiple_choice | |
| title: ๊ฐ๊ด์ ๋ฌธ์ (Multiple Choice) | |
| title: ์์ฐ์ด์ฒ๋ฆฌ | |
| - sections: | |
| - local: tasks/audio_classification | |
| title: ์ค๋์ค ๋ถ๋ฅ | |
| - local: tasks/asr | |
| title: ์๋ ์์ฑ ์ธ์ | |
| title: ์ค๋์ค | |
| - sections: | |
| - local: tasks/image_classification | |
| title: ์ด๋ฏธ์ง ๋ถ๋ฅ | |
| - local: tasks/semantic_segmentation | |
| title: ์ด๋ฏธ์ง ์ธ๊ทธ๋ฉํ ์ด์ | |
| - local: tasks/video_classification | |
| title: ๋น๋์ค ๋ถ๋ฅ | |
| - local: tasks/object_detection | |
| title: ๊ฐ์ฒด ํ์ง(Object detection) | |
| - local: tasks/zero_shot_object_detection | |
| title: ์ ๋ก์ท(zero-shot) ๊ฐ์ฒด ํ์ง | |
| - local: tasks/zero_shot_image_classification | |
| title: ์ ๋ก์ท(zero-shot) ์ด๋ฏธ์ง ๋ถ๋ฅ | |
| - local: tasks/monocular_depth_estimation | |
| title: ๋จ์ผ ์์ ๊ธฐ๋ฐ ๊น์ด ์ถ์ | |
| - local: tasks/image_to_image | |
| title: Image-to-Image | |
| - local: tasks/image_feature_extraction | |
| title: ์ด๋ฏธ์ง ํน์ง ์ถ์ถ | |
| - local: tasks/mask_generation | |
| title: ๋ง์คํฌ ์์ฑ | |
| - local: tasks/keypoint_detection | |
| title: ํคํฌ์ธํธ ํ์ง | |
| - local: tasks/knowledge_distillation_for_image_classification | |
| title: ์ปดํจํฐ ๋น์ (์ด๋ฏธ์ง ๋ถ๋ฅ)๋ฅผ ์ํ ์ง์ ์ฆ๋ฅ(knowledge distillation) | |
| title: ์ปดํจํฐ ๋น์ | |
| - sections: | |
| - local: tasks/image_captioning | |
| title: ์ด๋ฏธ์ง ์บก์ ๋ | |
| - local: tasks/document_question_answering | |
| title: ๋ฌธ์ ์ง์ ์๋ต(Document Question Answering) | |
| - local: tasks/visual_question_answering | |
| title: ์๊ฐ์ ์ง์์๋ต (Visual Question Answering) | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Text to speech | |
| - local: tasks/idefics | |
| title: IDEFICS๋ฅผ ์ด์ฉํ ์ด๋ฏธ์ง ์์ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Image-text-to-text | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Video-text-to-text | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Visual Document Retrieval | |
| title: ๋ฉํฐ๋ชจ๋ฌ | |
| title: ํ์คํฌ ๋ ์ํผ | |
| - local: run_scripts | |
| title: ์คํฌ๋ฆฝํธ๋ก ํ์ตํ๊ธฐ | |
| - local: glossary | |
| title: Glossary | |
| - local: philosophy | |
| title: ์ด๋ ๊ณผ ๋ชฉํ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Notebooks with examples | |
| - local: community | |
| title: ์ปค๋ฎค๋ํฐ ๋ฆฌ์์ค | |
| - local: troubleshooting | |
| title: ๋ฌธ์ ํด๊ฒฐ | |
| - local: gguf | |
| title: GGUF ํ์ผ๋ค๊ณผ์ ์ํธ ์ด์ฉ์ฑ | |
| - local: modular_transformers | |
| title: transformers์์์ ๋ชจ๋์ฑ | |
| title: (๋ฒ์ญ์ค) ๊ฐ๋ฐ์ ๊ฐ์ด๋ | |
| - sections: | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Getting started | |
| - local: quantization/bitsandbytes | |
| title: bitsandbytes | |
| - local: quantization/gptq | |
| title: GPTQ | |
| - local: quantization/awq | |
| title: AWQ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) AQLM | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) VPTQ | |
| - local: quantization/quanto | |
| title: Quanto | |
| - local: quantization/quark | |
| title: Quark | |
| - local: quantization/eetq | |
| title: EETQ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) HQQ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Optimum | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Contribute new quantization method | |
| title: (๋ฒ์ญ์ค) ๊ฒฝ๋ํ ๋ฉ์๋ | |
| - sections: | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Quantization | |
| - local: llm_optims | |
| title: LLM ์ถ๋ก ์ต์ ํ | |
| - local: cache_explanation | |
| title: ์ดํ ์ ํ๋ ฌ ์บ์ฑ | |
| - sections: | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Methods and tools for efficient training on a single GPU | |
| - local: perf_train_gpu_many | |
| title: ๋ค์ค GPU์์ ํ๋ จ ์งํํ๊ธฐ | |
| - local: deepspeed | |
| title: DeepSpeed | |
| - local: fsdp | |
| title: ์์ ๋ถํ ๋ฐ์ดํฐ ๋ณ๋ ฌ ์ฒ๋ฆฌ | |
| - local: perf_train_cpu | |
| title: CPU์์ ํ๋ จ | |
| - local: perf_train_cpu_many | |
| title: ๋ค์ค CPU์์ ํ๋ จํ๊ธฐ | |
| - local: perf_train_special | |
| title: Apple ์ค๋ฆฌ์ฝ์์ PyTorch ํ์ต | |
| - local: perf_hardware | |
| title: ํ๋ จ์ฉ ์ฌ์ฉ์ ๋ง์ถคํ ํ๋์จ์ด | |
| - local: hpo_train | |
| title: Trainer API๋ฅผ ์ฌ์ฉํ ํ์ดํผํ๋ผ๋ฏธํฐ ํ์ | |
| title: (๋ฒ์ญ์ค) ํจ์จ์ ์ธ ํ์ต ๊ธฐ์ ๋ค | |
| - sections: | |
| - local: perf_infer_cpu | |
| title: CPU๋ก ์ถ๋ก ํ๊ธฐ | |
| - local: perf_infer_gpu_one | |
| title: ํ๋์ GPU๋ฅผ ํ์ฉํ ์ถ๋ก | |
| title: ์ถ๋ก ์ต์ ํํ๊ธฐ | |
| - local: debugging | |
| title: ๋๋ฒ๊น | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Optimize inference using `torch.compile()` | |
| title: (๋ฒ์ญ์ค) ์ฑ๋ฅ ๋ฐ ํ์ฅ์ฑ | |
| - sections: | |
| - local: contributing | |
| title: ๐ค Transformers์ ๊ธฐ์ฌํ๋ ๋ฐฉ๋ฒ | |
| - local: add_new_model | |
| title: ๐ค Transformers์ ์๋ก์ด ๋ชจ๋ธ์ ์ถ๊ฐํ๋ ๋ฐฉ๋ฒ | |
| - local: add_new_pipeline | |
| title: ์ด๋ป๊ฒ ๐ค Transformers์ ํ์ดํ๋ผ์ธ์ ์ถ๊ฐํ๋์? | |
| - local: testing | |
| title: ํ ์คํธ | |
| - local: pr_checks | |
| title: Pull Request์ ๋ํ ๊ฒ์ฌ | |
| title: ๋ฆฌ์์ค | |
| - isExpanded: false | |
| sections: | |
| - local: contributing | |
| title: ๐ค Transformers์ ๊ธฐ์ฌํ๋ ๋ฐฉ๋ฒ | |
| - local: testing | |
| title: Transformers ๋ชจ๋ธ ํ ์คํธํ๊ธฐ | |
| - local: pr_checks | |
| title: Pull request ๊ฒ์ฌํ๊ธฐ | |
| title: ๊ธฐ์ฌํ๊ธฐ | |
| - isExpanded: false | |
| sections: | |
| - sections: | |
| - local: model_doc/auto | |
| title: Auto Classes | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Backbones | |
| - local: main_classes/callback | |
| title: Callbacks | |
| - local: main_classes/configuration | |
| title: Configuration | |
| - 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: ํ ์คํธ ์์ฑ | |
| - local: main_classes/optimizer_schedules | |
| title: ์ต์ ํ | |
| - local: main_classes/output | |
| title: ๋ชจ๋ธ ์ถ๋ ฅ | |
| - local: main_classes/peft | |
| title: PEFT | |
| - local: main_classes/pipelines | |
| title: ํ์ดํ๋ผ์ธ | |
| - local: main_classes/processors | |
| title: ํ๋ก์ธ์ | |
| - local: main_classes/quantization | |
| title: ์์ํ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Tokenizer | |
| - local: main_classes/tokenizer | |
| title: ํ ํฌ๋์ด์ | |
| - local: main_classes/trainer | |
| title: Trainer | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) DeepSpeed | |
| - local: in_translation | |
| title: ExecuTorch | |
| - local: main_classes/feature_extractor | |
| title: ํผ์ณ ์ถ์ถ๊ธฐ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Image Processor | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Video Processor | |
| title: ๋ฉ์ธ ํด๋์ค | |
| - sections: | |
| - sections: | |
| - local: model_doc/albert | |
| title: ALBERT | |
| - local: in_translation | |
| title: Arcee | |
| - local: in_translation | |
| 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: in_translation | |
| title: BertGeneration | |
| - local: model_doc/bert-japanese | |
| title: BertJapanese | |
| - local: model_doc/bertweet | |
| title: BERTweet | |
| - local: model_doc/big_bird | |
| title: BigBird | |
| - local: in_translation | |
| title: BigBirdPegasus | |
| - local: model_doc/biogpt | |
| title: BioGpt | |
| - local: in_translation | |
| title: BitNet | |
| - local: in_translation | |
| title: Blenderbot | |
| - local: in_translation | |
| title: Blenderbot Small | |
| - local: in_translation | |
| title: BLOOM | |
| - local: in_translation | |
| title: BORT | |
| - local: in_translation | |
| title: ByT5 | |
| - local: in_translation | |
| title: CamemBERT | |
| - local: in_translation | |
| title: CANINE | |
| - local: model_doc/codegen | |
| title: CodeGen | |
| - local: model_doc/code_llama | |
| title: CodeLlama | |
| - local: model_doc/cohere | |
| title: Cohere | |
| - local: in_translation | |
| title: Cohere2 | |
| - local: model_doc/convbert | |
| title: ConvBERT | |
| - local: in_translation | |
| title: CPM | |
| - local: in_translation | |
| title: CPMANT | |
| - local: in_translation | |
| 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_v3 | |
| title: DeepSeek-V3 | |
| - local: in_translation | |
| title: DialoGPT | |
| - local: in_translation | |
| title: DiffLlama | |
| - local: in_translation | |
| title: DistilBERT | |
| - local: in_translation | |
| title: Doge | |
| - local: in_translation | |
| title: dots1 | |
| - local: in_translation | |
| title: DPR | |
| - local: model_doc/electra | |
| title: ELECTRA | |
| - local: model_doc/encoder-decoder | |
| title: Encoder Decoder Models | |
| - local: in_translation | |
| title: ERNIE | |
| - local: in_translation | |
| title: ErnieM | |
| - local: model_doc/esm | |
| title: ESM | |
| - local: model_doc/exaone4 | |
| title: EXAONE-4.0 | |
| - local: in_translation | |
| title: Falcon | |
| - local: in_translation | |
| title: Falcon3 | |
| - local: in_translation | |
| title: FalconH1 | |
| - local: in_translation | |
| title: FalconMamba | |
| - local: in_translation | |
| title: FLAN-T5 | |
| - local: in_translation | |
| title: FLAN-UL2 | |
| - local: in_translation | |
| title: FlauBERT | |
| - local: in_translation | |
| title: FNet | |
| - local: in_translation | |
| title: FSMT | |
| - local: in_translation | |
| title: Funnel Transformer | |
| - local: in_translation | |
| title: Fuyu | |
| - local: model_doc/gemma | |
| title: Gemma | |
| - local: model_doc/gemma2 | |
| title: Gemma2 | |
| - local: in_translation | |
| title: GLM | |
| - local: in_translation | |
| title: glm4 | |
| - local: model_doc/openai-gpt | |
| title: GPT | |
| - local: in_translation | |
| title: GPT Neo | |
| - local: in_translation | |
| title: GPT NeoX | |
| - local: model_doc/gpt_neox_japanese | |
| title: GPT NeoX Japanese | |
| - local: in_translation | |
| title: GPT-J | |
| - local: model_doc/gpt2 | |
| title: GPT-2 | |
| - local: in_translation | |
| title: GPTBigCode | |
| - local: in_translation | |
| title: GPTSAN Japanese | |
| - local: in_translation | |
| title: GPTSw3 | |
| - local: in_translation | |
| title: Granite | |
| - local: in_translation | |
| title: GraniteMoe | |
| - local: in_translation | |
| title: GraniteMoeHybrid | |
| - local: in_translation | |
| title: GraniteMoeShared | |
| - local: in_translation | |
| title: Helium | |
| - local: in_translation | |
| title: HerBERT | |
| - local: in_translation | |
| title: HGNet-V2 | |
| - local: in_translation | |
| title: I-BERT | |
| - local: model_doc/jamba | |
| title: Jamba | |
| - local: in_translation | |
| title: JetMoe | |
| - local: in_translation | |
| title: Jukebox | |
| - local: in_translation | |
| title: LED | |
| - local: model_doc/lfm2 | |
| title: LFM2 | |
| - local: in_translation | |
| title: LFM2-VL | |
| - local: model_doc/llama | |
| title: LLaMA | |
| - local: model_doc/llama2 | |
| title: Llama2 | |
| - local: model_doc/llama3 | |
| title: Llama3 | |
| - local: in_translation | |
| title: Longformer | |
| - local: in_translation | |
| title: LongT5 | |
| - local: in_translation | |
| title: LUKE | |
| - local: in_translation | |
| title: M2M100 | |
| - local: in_translation | |
| title: MADLAD-400 | |
| - local: model_doc/mamba | |
| title: Mamba | |
| - local: model_doc/mamba2 | |
| title: Mamba2 | |
| - local: model_doc/marian | |
| title: MarianMT | |
| - local: in_translation | |
| title: MarkupLM | |
| - local: in_translation | |
| title: MBart and MBart-50 | |
| - local: in_translation | |
| title: MEGA | |
| - local: in_translation | |
| title: MegatronBERT | |
| - local: in_translation | |
| title: MegatronGPT2 | |
| - local: in_translation | |
| title: MiniMax | |
| - local: model_doc/mistral | |
| title: Mistral | |
| - local: in_translation | |
| title: Mixtral | |
| - local: in_translation | |
| title: mLUKE | |
| - local: in_translation | |
| title: MobileBERT | |
| - local: in_translation | |
| title: ModernBert | |
| - local: in_translation | |
| title: ModernBERTDecoder | |
| - local: in_translation | |
| title: MPNet | |
| - local: in_translation | |
| title: MPT | |
| - local: in_translation | |
| title: MRA | |
| - local: in_translation | |
| title: MT5 | |
| - local: in_translation | |
| title: MVP | |
| - local: in_translation | |
| title: myt5 | |
| - local: in_translation | |
| title: Nemotron | |
| - local: in_translation | |
| title: NEZHA | |
| - local: in_translation | |
| title: NLLB | |
| - local: in_translation | |
| title: NLLB-MoE | |
| - local: in_translation | |
| title: Nystrรถmformer | |
| - local: in_translation | |
| title: OLMo | |
| - local: in_translation | |
| title: OLMo2 | |
| - local: in_translation | |
| title: OLMoE | |
| - local: in_translation | |
| title: Open-Llama | |
| - local: in_translation | |
| title: OPT | |
| - local: in_translation | |
| title: Pegasus | |
| - local: in_translation | |
| title: PEGASUS-X | |
| - local: in_translation | |
| title: Persimmon | |
| - local: in_translation | |
| title: Phi | |
| - local: in_translation | |
| title: Phi-3 | |
| - local: in_translation | |
| title: PhiMoE | |
| - local: in_translation | |
| title: PhoBERT | |
| - local: in_translation | |
| title: PLBart | |
| - local: in_translation | |
| title: ProphetNet | |
| - local: in_translation | |
| title: QDQBert | |
| - local: in_translation | |
| title: Qwen2 | |
| - local: in_translation | |
| title: Qwen2MoE | |
| - local: in_translation | |
| title: Qwen3 | |
| - local: in_translation | |
| title: Qwen3MoE | |
| - local: model_doc/rag | |
| title: RAG | |
| - local: in_translation | |
| title: REALM | |
| - local: in_translation | |
| title: RecurrentGemma | |
| - local: in_translation | |
| title: Reformer | |
| - local: in_translation | |
| title: RemBERT | |
| - local: in_translation | |
| title: RetriBERT | |
| - local: model_doc/roberta | |
| title: RoBERTa | |
| - local: in_translation | |
| title: RoBERTa-PreLayerNorm | |
| - local: in_translation | |
| title: RoCBert | |
| - local: in_translation | |
| title: RoFormer | |
| - local: in_translation | |
| title: RWKV | |
| - local: in_translation | |
| title: Splinter | |
| - local: in_translation | |
| title: SqueezeBERT | |
| - local: in_translation | |
| title: StableLm | |
| - local: in_translation | |
| title: Starcoder2 | |
| - local: in_translation | |
| title: SwitchTransformers | |
| - local: in_translation | |
| title: T5 | |
| - local: in_translation | |
| title: T5Gemma | |
| - local: in_translation | |
| title: T5v1.1 | |
| - local: in_translation | |
| title: TAPEX | |
| - local: in_translation | |
| title: Transformer XL | |
| - local: in_translation | |
| title: UL2 | |
| - local: in_translation | |
| title: UMT5 | |
| - local: in_translation | |
| title: X-MOD | |
| - local: in_translation | |
| title: XGLM | |
| - local: in_translation | |
| title: XLM | |
| - local: in_translation | |
| title: XLM-ProphetNet | |
| - local: in_translation | |
| title: XLM-RoBERTa | |
| - local: in_translation | |
| title: XLM-RoBERTa-XL | |
| - local: in_translation | |
| title: XLM-V | |
| - local: in_translation | |
| title: XLNet | |
| - local: in_translation | |
| title: YOSO | |
| - local: in_translation | |
| title: Zamba | |
| - local: in_translation | |
| title: Zamba2 | |
| title: ํ ์คํธ ๋ชจ๋ธ | |
| - sections: | |
| - local: in_translation | |
| title: Aimv2 | |
| - local: in_translation | |
| title: BEiT | |
| - local: in_translation | |
| title: BiT | |
| - local: in_translation | |
| title: Conditional DETR | |
| - local: in_translation | |
| title: ConvNeXT | |
| - local: in_translation | |
| title: ConvNeXTV2 | |
| - local: in_translation | |
| title: CvT | |
| - local: in_translation | |
| title: D-FINE | |
| - local: in_translation | |
| title: DAB-DETR | |
| - local: in_translation | |
| title: DeepSeek-V2 | |
| - local: in_translation | |
| title: Deformable DETR | |
| - local: in_translation | |
| title: DeiT | |
| - local: in_translation | |
| title: Depth Anything | |
| - local: in_translation | |
| title: Depth Anything V2 | |
| - local: in_translation | |
| title: DepthPro | |
| - local: in_translation | |
| title: DETA | |
| - local: in_translation | |
| title: DETR | |
| - local: in_translation | |
| title: DiNAT | |
| - local: in_translation | |
| title: DINOV2 | |
| - local: in_translation | |
| title: DINOv2 with Registers | |
| - local: in_translation | |
| title: DiT | |
| - local: in_translation | |
| title: DPT | |
| - local: in_translation | |
| title: EfficientFormer | |
| - local: in_translation | |
| title: EfficientNet | |
| - local: in_translation | |
| title: EoMT | |
| - local: in_translation | |
| title: FocalNet | |
| - local: in_translation | |
| title: GLPN | |
| - local: in_translation | |
| title: Hiera | |
| - local: in_translation | |
| title: I-JEPA | |
| - local: in_translation | |
| title: ImageGPT | |
| - local: in_translation | |
| title: LeViT | |
| - local: in_translation | |
| title: LightGlue | |
| - local: in_translation | |
| title: Mask2Former | |
| - local: in_translation | |
| title: MaskFormer | |
| - local: in_translation | |
| title: MLCD | |
| - local: in_translation | |
| title: MobileNetV1 | |
| - local: in_translation | |
| title: MobileNetV2 | |
| - local: in_translation | |
| title: MobileViT | |
| - local: in_translation | |
| title: MobileViTV2 | |
| - local: in_translation | |
| title: NAT | |
| - local: in_translation | |
| title: PoolFormer | |
| - local: in_translation | |
| title: Prompt Depth Anything | |
| - local: in_translation | |
| title: Pyramid Vision Transformer (PVT) | |
| - local: in_translation | |
| title: Pyramid Vision Transformer v2 (PVTv2) | |
| - local: in_translation | |
| title: RegNet | |
| - local: in_translation | |
| title: ResNet | |
| - local: in_translation | |
| title: RT-DETR | |
| - local: in_translation | |
| title: RT-DETRv2 | |
| - local: in_translation | |
| title: SegFormer | |
| - local: in_translation | |
| title: SegGpt | |
| - local: model_doc/sam_hq | |
| title: Segment Anything High Quality (SAM-HQ) | |
| - local: in_translation | |
| title: SuperGlue | |
| - local: in_translation | |
| title: SuperPoint | |
| - local: in_translation | |
| title: SwiftFormer | |
| - local: model_doc/swin | |
| title: Swin Transformer | |
| - local: model_doc/swinv2 | |
| title: Swin Transformer V2 | |
| - local: model_doc/swin2sr | |
| title: Swin2SR | |
| - local: in_translation | |
| title: Table Transformer | |
| - local: in_translation | |
| title: TextNet | |
| - local: in_translation | |
| title: Timm Wrapper | |
| - local: in_translation | |
| title: UperNet | |
| - local: in_translation | |
| title: VAN | |
| - local: model_doc/vit | |
| title: Vision Transformer (ViT) | |
| - local: in_translation | |
| title: ViT Hybrid | |
| - local: in_translation | |
| title: ViTDet | |
| - local: in_translation | |
| title: ViTMAE | |
| - local: in_translation | |
| title: ViTMatte | |
| - local: in_translation | |
| title: ViTMSN | |
| - local: in_translation | |
| title: ViTPose | |
| - local: in_translation | |
| title: YOLOS | |
| - local: in_translation | |
| title: ZoeDepth | |
| title: ๋น์ ๋ชจ๋ธ | |
| - sections: | |
| - local: in_translation | |
| title: Audio Spectrogram Transformer | |
| - local: in_translation | |
| title: Bark | |
| - local: in_translation | |
| title: CLAP | |
| - local: in_translation | |
| title: CSM | |
| - local: in_translation | |
| title: dac | |
| - local: in_translation | |
| title: Dia | |
| - local: in_translation | |
| title: EnCodec | |
| - local: in_translation | |
| title: FastSpeech2Conformer | |
| - local: in_translation | |
| title: GraniteSpeech | |
| - local: in_translation | |
| title: Hubert | |
| - local: in_translation | |
| title: Kyutai Speech-To-Text | |
| - local: in_translation | |
| title: MCTCT | |
| - local: in_translation | |
| title: Mimi | |
| - local: in_translation | |
| title: MMS | |
| - local: in_translation | |
| title: Moonshine | |
| - local: in_translation | |
| title: Moshi | |
| - local: in_translation | |
| title: MusicGen | |
| - local: in_translation | |
| title: MusicGen Melody | |
| - local: in_translation | |
| title: Pop2Piano | |
| - local: in_translation | |
| title: Seamless-M4T | |
| - local: in_translation | |
| title: SeamlessM4T-v2 | |
| - local: in_translation | |
| title: SEW | |
| - local: in_translation | |
| title: SEW-D | |
| - local: in_translation | |
| title: Speech2Text | |
| - local: in_translation | |
| title: Speech2Text2 | |
| - local: in_translation | |
| title: SpeechT5 | |
| - local: in_translation | |
| title: UniSpeech | |
| - local: in_translation | |
| title: UniSpeech-SAT | |
| - local: in_translation | |
| title: UnivNet | |
| - local: in_translation | |
| title: VITS | |
| - local: in_translation | |
| title: Wav2Vec2 | |
| - local: in_translation | |
| title: Wav2Vec2-BERT | |
| - local: in_translation | |
| title: Wav2Vec2-Conformer | |
| - local: in_translation | |
| title: Wav2Vec2Phoneme | |
| - local: in_translation | |
| title: WavLM | |
| - local: model_doc/whisper | |
| title: Whisper | |
| - local: model_doc/xclip | |
| title: xclip | |
| - local: in_translation | |
| title: XLS-R | |
| - local: in_translation | |
| title: XLSR-Wav2Vec2 | |
| title: ์ค๋์ค ๋ชจ๋ธ | |
| - sections: | |
| - local: model_doc/timesformer | |
| title: TimeSformer | |
| - local: in_translation | |
| title: V-JEPA 2 | |
| - local: in_translation | |
| title: VideoMAE | |
| - local: model_doc/vivit | |
| title: ViViT | |
| title: ๋น๋์ค ๋ชจ๋ธ | |
| - sections: | |
| - local: in_translation | |
| title: ALIGN | |
| - local: model_doc/altclip | |
| title: AltCLIP | |
| - local: in_translation | |
| title: Aria | |
| - local: in_translation | |
| title: AyaVision | |
| - local: model_doc/blip | |
| title: BLIP | |
| - local: model_doc/blip-2 | |
| title: BLIP-2 | |
| - local: in_translation | |
| title: BridgeTower | |
| - local: in_translation | |
| title: BROS | |
| - local: model_doc/chameleon | |
| title: Chameleon | |
| - local: in_translation | |
| title: Chinese-CLIP | |
| - local: model_doc/clip | |
| title: CLIP | |
| - local: model_doc/clipseg | |
| title: CLIPSeg | |
| - local: in_translation | |
| title: CLVP | |
| - local: in_translation | |
| title: ColPali | |
| - local: in_translation | |
| title: ColQwen2 | |
| - local: in_translation | |
| title: Data2Vec | |
| - local: in_translation | |
| title: DePlot | |
| - local: in_translation | |
| title: Donut | |
| - local: in_translation | |
| title: Emu3 | |
| - local: in_translation | |
| title: FLAVA | |
| - local: model_doc/gemma3 | |
| title: Gemma3 | |
| - local: model_doc/gemma3n | |
| title: Gemma3n | |
| - local: in_translation | |
| title: GIT | |
| - local: in_translation | |
| title: glm4v | |
| - local: in_translation | |
| title: GOT-OCR2 | |
| - local: in_translation | |
| title: GraniteVision | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) GIT | |
| - local: model_doc/grounding-dino | |
| title: Grounding DINO | |
| - local: in_translation | |
| title: GroupViT | |
| - local: in_translation | |
| title: IDEFICS | |
| - local: in_translation | |
| title: Idefics2 | |
| - local: in_translation | |
| title: Idefics3 | |
| - local: in_translation | |
| title: InstructBLIP | |
| - local: in_translation | |
| title: InstructBlipVideo | |
| - local: in_translation | |
| title: InternVL | |
| - local: in_translation | |
| title: Janus | |
| - local: in_translation | |
| title: KOSMOS-2 | |
| - local: in_translation | |
| title: LayoutLM | |
| - local: in_translation | |
| title: LayoutLMV2 | |
| - local: in_translation | |
| title: LayoutLMV3 | |
| - local: in_translation | |
| title: LayoutXLM | |
| - local: in_translation | |
| title: LiLT | |
| - local: model_doc/llama4 | |
| title: Llama4 | |
| - local: in_translation | |
| title: Llava | |
| - local: in_translation | |
| title: LLaVA-NeXT | |
| - local: in_translation | |
| title: LLaVa-NeXT-Video | |
| - local: in_translation | |
| title: LLaVA-Onevision | |
| - local: in_translation | |
| title: LXMERT | |
| - local: in_translation | |
| title: MatCha | |
| - local: in_translation | |
| title: MGP-STR | |
| - local: in_translation | |
| title: Mistral3 | |
| - local: in_translation | |
| title: mllama | |
| - local: in_translation | |
| title: Nougat | |
| - local: in_translation | |
| title: OmDet-Turbo | |
| - local: in_translation | |
| title: OneFormer | |
| - local: in_translation | |
| title: OWL-ViT | |
| - local: in_translation | |
| title: OWLv2 | |
| - local: model_doc/paligemma | |
| title: PaliGemma | |
| - local: in_translation | |
| title: Perceiver | |
| - local: in_translation | |
| title: PerceptionLM | |
| - local: in_translation | |
| title: Phi4 Multimodal | |
| - local: in_translation | |
| title: Pix2Struct | |
| - local: in_translation | |
| title: Pixtral | |
| - local: in_translation | |
| title: Qwen2.5-Omni | |
| - local: in_translation | |
| title: Qwen2.5-VL | |
| - local: in_translation | |
| title: Qwen2Audio | |
| - local: model_doc/qwen2_vl | |
| title: Qwen2VL | |
| - local: in_translation | |
| title: Segment Anything | |
| - local: in_translation | |
| title: Segment Anything High Quality | |
| - local: in_translation | |
| title: ShieldGemma2 | |
| - local: model_doc/siglip | |
| title: SigLIP | |
| - local: in_translation | |
| title: SigLIP2 | |
| - local: in_translation | |
| title: SmolLM3 | |
| - local: model_doc/smolvlm | |
| title: ์ํ ๋น์ ์ธ์ด ๋ชจ๋ธ | |
| - local: in_translation | |
| title: Speech Encoder Decoder Models | |
| - local: in_translation | |
| title: TAPAS | |
| - local: in_translation | |
| title: TrOCR | |
| - local: in_translation | |
| title: TVLT | |
| - local: model_doc/tvp | |
| title: TVP | |
| - local: in_translation | |
| title: UDOP | |
| - local: in_translation | |
| title: VideoLlava | |
| - local: in_translation | |
| title: ViLT | |
| - local: in_translation | |
| title: VipLlava | |
| - local: in_translation | |
| title: Vision Encoder Decoder Models | |
| - local: in_translation | |
| title: Vision Text Dual Encoder | |
| - local: in_translation | |
| title: VisualBERT | |
| - local: in_translation | |
| title: Voxtral | |
| - local: in_translation | |
| title: X-CLIP | |
| title: ๋ฉํฐ๋ชจ๋ฌ ๋ชจ๋ธ | |
| - sections: | |
| - local: in_translation | |
| title: Decision Transformer | |
| title: ๊ฐํํ์ต ๋ชจ๋ธ | |
| - 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: in_translation | |
| title: TimesFM | |
| title: ์๊ฒ์ด ๋ชจ๋ธ | |
| title: ๋ชจ๋ธ | |
| - sections: | |
| - local: internal/modeling_utils | |
| title: ์ฌ์ฉ์ ์ ์ ๋ ์ด์ด ๋ฐ ์ ํธ๋ฆฌํฐ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Utilities for Model Debugging | |
| - local: internal/pipelines_utils | |
| title: ํ์ดํ๋ผ์ธ์ ์ํ ์ ํธ๋ฆฌํฐ | |
| - local: internal/tokenization_utils | |
| title: ํ ํฌ๋์ด์ ๋ฅผ ์ํ ์ ํธ๋ฆฌํฐ | |
| - local: internal/trainer_utils | |
| title: Trainer๋ฅผ ์ํ ์ ํธ๋ฆฌํฐ | |
| - local: internal/generation_utils | |
| title: ์์ฑ์ ์ํ ์ ํธ๋ฆฌํฐ | |
| - local: internal/image_processing_utils | |
| title: ์ด๋ฏธ์ง ํ๋ก์ธ์๋ฅผ ์ํ ์ ํธ๋ฆฌํฐ | |
| - local: internal/audio_utils | |
| title: ์ค๋์ค ์ฒ๋ฆฌ๋ฅผ ์ํ ์ ํธ๋ฆฌํฐ | |
| - local: internal/file_utils | |
| title: ์ผ๋ฐ ์ ํธ๋ฆฌํฐ | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค) Importing Utilities | |
| - local: internal/time_series_utils | |
| title: ์๊ณ์ด์ ์ํ ์ ํธ๋ฆฌํฐ | |
| title: ๋ด๋ถ ํฌํผ(Internal helpers) | |
| - sections: | |
| - local: in_translation | |
| title: (๋ฒ์ญ์ค)Environment Variables | |
| title: Reference | |
| title: API |