transformers / docs /source /ko /_toctree.yml
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- sections:
- local: index
title: ๐Ÿค— Transformers
- local: installation
title: ์„ค์น˜๋ฐฉ๋ฒ•
- local: quicktour
title: ๋‘˜๋Ÿฌ๋ณด๊ธฐ
title: ์‹œ์ž‘ํ•˜๊ธฐ
- isExpanded: false
sections:
- sections:
- local: models
title: ๋ชจ๋ธ ๋กœ๋“œํ•˜๊ธฐ
- local: custom_models
title: ์‚ฌ์šฉ์ž ์ •์˜ ๋ชจ๋ธ ๊ณต์œ ํ•˜๊ธฐ
- local: how_to_hack_models
title: ๋ชจ๋ธ ๊ตฌ์„ฑ ์š”์†Œ ๋งž์ถค ์„ค์ •ํ•˜๊ธฐ
- local: model_sharing
title: ๋งŒ๋“  ๋ชจ๋ธ ๊ณต์œ ํ•˜๊ธฐ
- local: modular_transformers
title: transformers์—์„œ์˜ ๋ชจ๋“ˆ์„ฑ
- local: add_new_model
title: ๐Ÿค— Transformers์— ์ƒˆ๋กœ์šด ๋ชจ๋ธ์„ ์ถ”๊ฐ€ํ•˜๋Š” ๋ฐฉ๋ฒ•
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Documenting a model
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Customizing attention function
title: ๋ชจ๋ธ
- sections:
- local: fast_tokenizers
title: ๐Ÿค— Tokenizers ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์—์„œ ํ† ํฌ๋‚˜์ด์ € ์‚ฌ์šฉํ•˜๊ธฐ
- local: image_processors
title: ์ด๋ฏธ์ง€ ํ”„๋กœ์„ธ์„œ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Video processors
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Backbones
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Feature extractors
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Processors
- local: tokenizer_summary
title: ํ† ํฌ๋‚˜์ด์ € ์š”์•ฝ
- local: pad_truncation
title: ํŒจ๋”ฉ๊ณผ ์ž˜๋ผ๋‚ด๊ธฐ
title: ์ „์ฒ˜๋ฆฌ๊ธฐ(Preprocessors)
title: Base classes
- isExpanded: false
sections:
- sections:
- local: pipeline_tutorial
title: Pipeline์œผ๋กœ ์ถ”๋ก ํ•˜๊ธฐ
- local: pipeline_gradio
title: ๋จธ์‹ ๋Ÿฌ๋‹ ์•ฑ
- local: pipeline_webserver
title: ์ถ”๋ก  ์›น ์„œ๋ฒ„๋ฅผ ์œ„ํ•œ ํŒŒ์ดํ”„๋ผ์ธ
- local: add_new_pipeline
title: ์–ด๋–ป๊ฒŒ ๐Ÿค— Transformers์— ํŒŒ์ดํ”„๋ผ์ธ์„ ์ถ”๊ฐ€ํ•˜๋‚˜์š”?
title: ํŒŒ์ดํ”„๋ผ์ธ API
- sections:
- local: llm_tutorial
title: ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ๋กœ ์ƒ์„ฑํ•˜๊ธฐ
- local: generation_strategies
title: ํ…์ŠคํŠธ ์ƒ์„ฑ ์ „๋žต ์‚ฌ์šฉ์ž ์ •์˜
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Generation features
- local: tasks/prompting
title: ๋Œ€๊ทœ๋ชจ ์–ธ์–ด ๋ชจ๋ธ ํ”„๋กฌํ”„ํŒ… ๊ฐ€์ด๋“œ
- local: llm_optims
title: LLM ์ถ”๋ก  ์ตœ์ ํ™”
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Caching
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) KV cache strategies
- local: serving
title: ๋ชจ๋ธ ์„œ๋น™ํ•˜๊ธฐ
- local: llm_tutorial_optimization
title: LLM์„ ์ตœ๋Œ€ํ•œ ํ™œ์šฉํ•˜๊ธฐ
- local: perplexity
title: ๊ณ ์ • ๊ธธ์ด ๋ชจ๋ธ์˜ ํŽ„ํ”Œ๋ ‰์„œํ‹ฐ(Perplexity)
title: ๊ฑฐ๋Œ€ ์–ธ์–ด ๋ชจ๋ธ(LLMs)
- sections:
- local: conversations
title: Transformers๋กœ ์ฑ„ํŒ…ํ•˜๊ธฐ
- local: chat_templating
title: ์ฑ—๋ด‡ ํ…œํ”Œ๋ฆฟ ์ตํžˆ๊ธฐ
- local: chat_extras
title: Tools ์™€ RAG
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Multimodal templates
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Template writing
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Tools and RAG
title: ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•ด ๋Œ€ํ™”ํ•˜๊ธฐ
- sections:
- local: tiny_agents
title: Tiny-Agents CLI ๋ฐ MCP ๋„๊ตฌ
title: ์„œ๋น™(Serving)
- sections:
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) torch.compile
- local: perf_infer_gpu_one
title: ํ•˜๋‚˜์˜ GPU๋ฅผ ํ™œ์šฉํ•œ ์ถ”๋ก 
- local: perf_infer_gpu_multi
title: (๋ฒˆ์—ญ์ค‘) Distributed inference
- local: perf_infer_cpu
title: CPU๋กœ ์ถ”๋ก ํ•˜๊ธฐ
title: ์ตœ์ ํ™”(Optimization)
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Agents
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Tools
title: ์ถ”๋ก (Inference)
- isExpanded: false
sections:
- sections:
- local: trainer
title: ํŠธ๋ ˆ์ด๋„ˆ(Trainer)
- local: training
title: ์‚ฌ์ „ ํ•™์Šต๋œ ๋ชจ๋ธ ๋ฏธ์„ธ ์กฐ์ •ํ•˜๊ธฐ
- local: optimizers
title: ์˜ตํ‹ฐ๋งˆ์ด์ €(Optimizers)
- local: hpo_train
title: Trainer API๋ฅผ ์‚ฌ์šฉํ•œ ํ•˜์ดํผํŒŒ๋ผ๋ฏธํ„ฐ ํƒ์ƒ‰
title: Trainer API
- sections:
- local: accelerator_selection
title: (๋ฒˆ์—ญ์ค‘) Accelerator selection
- local: accelerate
title: ๐Ÿค— Accelerate๋กœ ๋ถ„์‚ฐ ํ•™์Šต ๊ตฌ์„ฑํ•˜๊ธฐ
- local: fsdp
title: ์™„์ „ ๋ถ„ํ•  ๋ฐ์ดํ„ฐ ๋ณ‘๋ ฌ ์ฒ˜๋ฆฌ
- local: deepspeed
title: DeepSpeed
- local: debugging
title: ๋””๋ฒ„๊น…
- local: perf_train_cpu_many
title: ๋‹ค์ค‘ CPU์—์„œ ํ•™์Šตํ•˜๊ธฐ
- local: perf_train_gpu_many
title: ๋‹ค์ค‘ GPU์—์„œ ํ•™์Šต ์ง„ํ–‰ํ•˜๊ธฐ
title: ๋ถ„์‚ฐ ํ•™์Šต(Distributed training)
- sections:
- local: perf_train_gpu_one
title: GPU
- local: perf_train_cpu
title: CPU์—์„œ ํ›ˆ๋ จ
- local: perf_train_special
title: Apple ์‹ค๋ฆฌ์ฝ˜์—์„œ PyTorch ํ•™์Šต
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Intel Gaudi
- local: perf_hardware
title: ํ›ˆ๋ จ์šฉ ์‚ฌ์šฉ์ž ๋งž์ถคํ˜• ํ•˜๋“œ์›จ์–ด
title: ํ•˜๋“œ์›จ์–ด
- local: peft
title: ๐Ÿค— PEFT๋กœ ์–ด๋Œ‘ํ„ฐ ๋กœ๋“œ ๋ฐ ํ•™์Šตํ•˜๊ธฐ
- local: model_memory_anatomy
title: ๋ชจ๋ธ ํ•™์Šต ํ•ด๋ถ€ํ•˜๊ธฐ
title: ํ•™์Šต(Training)
- isExpanded: false
sections:
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Overview
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Selecting a quantization method
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Quantization concepts
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) AQLM
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) AutoRound
- local: quantization/awq
title: AWQ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) BitNet
- local: quantization/bitsandbytes
title: bitsandbytes
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) compressed-tensors
- local: quantization/eetq
title: EETQ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) FBGEMM
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Fine-grained FP8
- local: gguf
title: GGUF ํŒŒ์ผ๋“ค๊ณผ์˜ ์ƒํ˜ธ ์šด์šฉ์„ฑ
- local: quantization/gptq
title: GPTQ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) HIGGS
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) HQQ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Optimum
- local: quantization/quanto
title: Quanto
- local: quantization/quark
title: Quark
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) torchao
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) SpQR
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) VPTQ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Contribute
title: ์–‘์žํ™”(Quantization)
- isExpanded: false
sections:
- local: serialization
title: ONNX๋กœ ๋‚ด๋ณด๋‚ด๊ธฐ
- local: executorch
title: ExecuTorch
title: ๋ฐฐํฌํ™˜๊ฒฝ์— ๋‚ด๋ณด๋‚ด๊ธฐ
- isExpanded: false
sections:
- sections:
- sections:
- local: tasks/sequence_classification
title: ํ…์ŠคํŠธ ๋ถ„๋ฅ˜
- local: tasks/token_classification
title: ํ† ํฐ ๋ถ„๋ฅ˜
- local: tasks/question_answering
title: ์งˆ์˜ ์‘๋‹ต(Question Answering)
- local: tasks/language_modeling
title: ์ธ๊ณผ์  ์–ธ์–ด ๋ชจ๋ธ๋ง(Causal language modeling)
- local: tasks/masked_language_modeling
title: ๋งˆ์Šคํ‚น๋œ ์–ธ์–ด ๋ชจ๋ธ๋ง(Masked language modeling)
- local: tasks/translation
title: ๋ฒˆ์—ญ
- local: tasks/summarization
title: ์š”์•ฝ
- local: tasks/multiple_choice
title: ๊ฐ๊ด€์‹ ๋ฌธ์ œ(Multiple Choice)
title: ์ž์—ฐ์–ด์ฒ˜๋ฆฌ
- sections:
- local: tasks/audio_classification
title: ์˜ค๋””์˜ค ๋ถ„๋ฅ˜
- local: tasks/asr
title: ์ž๋™ ์Œ์„ฑ ์ธ์‹
title: ์˜ค๋””์˜ค
- sections:
- local: tasks/image_classification
title: ์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜
- local: tasks/semantic_segmentation
title: ์ด๋ฏธ์ง€ ์„ธ๊ทธ๋ฉ˜ํ…Œ์ด์…˜
- local: tasks/video_classification
title: ๋น„๋””์˜ค ๋ถ„๋ฅ˜
- local: tasks/object_detection
title: ๊ฐ์ฒด ํƒ์ง€(Object detection)
- local: tasks/zero_shot_object_detection
title: ์ œ๋กœ์ƒท(zero-shot) ๊ฐ์ฒด ํƒ์ง€
- local: tasks/zero_shot_image_classification
title: ์ œ๋กœ์ƒท(zero-shot) ์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜
- local: tasks/monocular_depth_estimation
title: ๋‹จ์ผ ์˜์ƒ ๊ธฐ๋ฐ˜ ๊นŠ์ด ์ถ”์ •
- local: tasks/image_to_image
title: Image-to-Image
- local: tasks/image_feature_extraction
title: ์ด๋ฏธ์ง€ ํŠน์ง• ์ถ”์ถœ
- local: tasks/mask_generation
title: ๋งˆ์Šคํฌ ์ƒ์„ฑ
- local: tasks/keypoint_detection
title: ํ‚คํฌ์ธํŠธ ํƒ์ง€
- local: tasks/knowledge_distillation_for_image_classification
title: ์ปดํ“จํ„ฐ ๋น„์ „(์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜)๋ฅผ ์œ„ํ•œ ์ง€์‹ ์ฆ๋ฅ˜(knowledge distillation)
title: ์ปดํ“จํ„ฐ ๋น„์ „
- sections:
- local: tasks/image_captioning
title: ์ด๋ฏธ์ง€ ์บก์…”๋‹
- local: tasks/document_question_answering
title: ๋ฌธ์„œ ์งˆ์˜ ์‘๋‹ต(Document Question Answering)
- local: tasks/visual_question_answering
title: ์‹œ๊ฐ์  ์งˆ์˜์‘๋‹ต (Visual Question Answering)
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Text to speech
- local: tasks/idefics
title: IDEFICS๋ฅผ ์ด์šฉํ•œ ์ด๋ฏธ์ง€ ์ž‘์—…
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Image-text-to-text
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Video-text-to-text
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Visual Document Retrieval
title: ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ
title: ํƒœ์Šคํฌ ๋ ˆ์‹œํ”ผ
- local: run_scripts
title: ์Šคํฌ๋ฆฝํŠธ๋กœ ํ•™์Šตํ•˜๊ธฐ
- local: glossary
title: Glossary
- local: philosophy
title: ์ด๋…๊ณผ ๋ชฉํ‘œ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Notebooks with examples
- local: community
title: ์ปค๋ฎค๋‹ˆํ‹ฐ ๋ฆฌ์†Œ์Šค
- local: troubleshooting
title: ๋ฌธ์ œ ํ•ด๊ฒฐ
- local: gguf
title: GGUF ํŒŒ์ผ๋“ค๊ณผ์˜ ์ƒํ˜ธ ์šด์šฉ์„ฑ
- local: modular_transformers
title: transformers์—์„œ์˜ ๋ชจ๋“ˆ์„ฑ
title: (๋ฒˆ์—ญ์ค‘) ๊ฐœ๋ฐœ์ž ๊ฐ€์ด๋“œ
- sections:
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Getting started
- local: quantization/bitsandbytes
title: bitsandbytes
- local: quantization/gptq
title: GPTQ
- local: quantization/awq
title: AWQ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) AQLM
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) VPTQ
- local: quantization/quanto
title: Quanto
- local: quantization/quark
title: Quark
- local: quantization/eetq
title: EETQ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) HQQ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Optimum
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Contribute new quantization method
title: (๋ฒˆ์—ญ์ค‘) ๊ฒฝ๋Ÿ‰ํ™” ๋ฉ”์†Œ๋“œ
- sections:
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Quantization
- local: llm_optims
title: LLM ์ถ”๋ก  ์ตœ์ ํ™”
- local: cache_explanation
title: ์–ดํ…์…˜ ํ–‰๋ ฌ ์บ์‹ฑ
- sections:
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Methods and tools for efficient training on a single GPU
- local: perf_train_gpu_many
title: ๋‹ค์ค‘ GPU์—์„œ ํ›ˆ๋ จ ์ง„ํ–‰ํ•˜๊ธฐ
- local: deepspeed
title: DeepSpeed
- local: fsdp
title: ์™„์ „ ๋ถ„ํ•  ๋ฐ์ดํ„ฐ ๋ณ‘๋ ฌ ์ฒ˜๋ฆฌ
- local: perf_train_cpu
title: CPU์—์„œ ํ›ˆ๋ จ
- local: perf_train_cpu_many
title: ๋‹ค์ค‘ CPU์—์„œ ํ›ˆ๋ จํ•˜๊ธฐ
- local: perf_train_special
title: Apple ์‹ค๋ฆฌ์ฝ˜์—์„œ PyTorch ํ•™์Šต
- local: perf_hardware
title: ํ›ˆ๋ จ์šฉ ์‚ฌ์šฉ์ž ๋งž์ถคํ˜• ํ•˜๋“œ์›จ์–ด
- local: hpo_train
title: Trainer API๋ฅผ ์‚ฌ์šฉํ•œ ํ•˜์ดํผํŒŒ๋ผ๋ฏธํ„ฐ ํƒ์ƒ‰
title: (๋ฒˆ์—ญ์ค‘) ํšจ์œจ์ ์ธ ํ•™์Šต ๊ธฐ์ˆ ๋“ค
- sections:
- local: perf_infer_cpu
title: CPU๋กœ ์ถ”๋ก ํ•˜๊ธฐ
- local: perf_infer_gpu_one
title: ํ•˜๋‚˜์˜ GPU๋ฅผ ํ™œ์šฉํ•œ ์ถ”๋ก 
title: ์ถ”๋ก  ์ตœ์ ํ™”ํ•˜๊ธฐ
- local: debugging
title: ๋””๋ฒ„๊น…
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Optimize inference using `torch.compile()`
title: (๋ฒˆ์—ญ์ค‘) ์„ฑ๋Šฅ ๋ฐ ํ™•์žฅ์„ฑ
- sections:
- local: contributing
title: ๐Ÿค— Transformers์— ๊ธฐ์—ฌํ•˜๋Š” ๋ฐฉ๋ฒ•
- local: add_new_model
title: ๐Ÿค— Transformers์— ์ƒˆ๋กœ์šด ๋ชจ๋ธ์„ ์ถ”๊ฐ€ํ•˜๋Š” ๋ฐฉ๋ฒ•
- local: add_new_pipeline
title: ์–ด๋–ป๊ฒŒ ๐Ÿค— Transformers์— ํŒŒ์ดํ”„๋ผ์ธ์„ ์ถ”๊ฐ€ํ•˜๋‚˜์š”?
- local: testing
title: ํ…Œ์ŠคํŠธ
- local: pr_checks
title: Pull Request์— ๋Œ€ํ•œ ๊ฒ€์‚ฌ
title: ๋ฆฌ์†Œ์Šค
- isExpanded: false
sections:
- local: contributing
title: ๐Ÿค— Transformers์— ๊ธฐ์—ฌํ•˜๋Š” ๋ฐฉ๋ฒ•
- local: testing
title: Transformers ๋ชจ๋ธ ํ…Œ์ŠคํŠธํ•˜๊ธฐ
- local: pr_checks
title: Pull request ๊ฒ€์‚ฌํ•˜๊ธฐ
title: ๊ธฐ์—ฌํ•˜๊ธฐ
- isExpanded: false
sections:
- sections:
- local: model_doc/auto
title: Auto Classes
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) 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: ํ…์ŠคํŠธ ์ƒ์„ฑ
- local: main_classes/optimizer_schedules
title: ์ตœ์ ํ™”
- local: main_classes/output
title: ๋ชจ๋ธ ์ถœ๋ ฅ
- local: main_classes/peft
title: PEFT
- local: main_classes/pipelines
title: ํŒŒ์ดํ”„๋ผ์ธ
- local: main_classes/processors
title: ํ”„๋กœ์„ธ์„œ
- local: main_classes/quantization
title: ์–‘์žํ™”
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Tokenizer
- local: main_classes/tokenizer
title: ํ† ํฌ๋‚˜์ด์ €
- local: main_classes/trainer
title: Trainer
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) DeepSpeed
- local: in_translation
title: ExecuTorch
- local: main_classes/feature_extractor
title: ํ”ผ์ณ ์ถ”์ถœ๊ธฐ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Image Processor
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Video Processor
title: ๋ฉ”์ธ ํด๋ž˜์Šค
- 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: ํ…์ŠคํŠธ ๋ชจ๋ธ
- 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: ๋น„์ „ ๋ชจ๋ธ
- 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: ์˜ค๋””์˜ค ๋ชจ๋ธ
- 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: ๋น„๋””์˜ค ๋ชจ๋ธ
- 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: (๋ฒˆ์—ญ์ค‘) 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: ์†Œํ˜• ๋น„์ „ ์–ธ์–ด ๋ชจ๋ธ
- 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: ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ๋ชจ๋ธ
- sections:
- local: in_translation
title: Decision Transformer
title: ๊ฐ•ํ™”ํ•™์Šต ๋ชจ๋ธ
- 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: ์‹œ๊ฒŒ์—ด ๋ชจ๋ธ
title: ๋ชจ๋ธ
- sections:
- local: internal/modeling_utils
title: ์‚ฌ์šฉ์ž ์ •์˜ ๋ ˆ์ด์–ด ๋ฐ ์œ ํ‹ธ๋ฆฌํ‹ฐ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Utilities for Model Debugging
- local: internal/pipelines_utils
title: ํŒŒ์ดํ”„๋ผ์ธ์„ ์œ„ํ•œ ์œ ํ‹ธ๋ฆฌํ‹ฐ
- local: internal/tokenization_utils
title: ํ† ํฌ๋‚˜์ด์ €๋ฅผ ์œ„ํ•œ ์œ ํ‹ธ๋ฆฌํ‹ฐ
- local: internal/trainer_utils
title: Trainer๋ฅผ ์œ„ํ•œ ์œ ํ‹ธ๋ฆฌํ‹ฐ
- local: internal/generation_utils
title: ์ƒ์„ฑ์„ ์œ„ํ•œ ์œ ํ‹ธ๋ฆฌํ‹ฐ
- local: internal/image_processing_utils
title: ์ด๋ฏธ์ง€ ํ”„๋กœ์„ธ์„œ๋ฅผ ์œ„ํ•œ ์œ ํ‹ธ๋ฆฌํ‹ฐ
- local: internal/audio_utils
title: ์˜ค๋””์˜ค ์ฒ˜๋ฆฌ๋ฅผ ์œ„ํ•œ ์œ ํ‹ธ๋ฆฌํ‹ฐ
- local: internal/file_utils
title: ์ผ๋ฐ˜ ์œ ํ‹ธ๋ฆฌํ‹ฐ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Importing Utilities
- local: internal/time_series_utils
title: ์‹œ๊ณ„์—ด์„ ์œ„ํ•œ ์œ ํ‹ธ๋ฆฌํ‹ฐ
title: ๋‚ด๋ถ€ ํ—ฌํผ(Internal helpers)
- sections:
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘)Environment Variables
title: Reference
title: API