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title: (๋ฒˆ์—ญ์ค‘) Optimization
- local: main_classes/output
title: ๋ชจ๋ธ ์ถœ๋ ฅ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) PEFT
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title: PEFT
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title: (๋ฒˆ์—ญ์ค‘) Pipelines
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# PEFT[[transformers.integrations.PeftAdapterMixin]]

[`~integrations.PeftAdapterMixin`]์€ Transformers ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์™€ ํ•จ๊ป˜ ์–ด๋Œ‘ํ„ฐ๋ฅผ ๊ด€๋ฆฌํ•  ์ˆ˜ ์žˆ๋„๋ก [PEFT](https://huggingface.co/docs/peft/index) ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ์˜ ํ•จ์ˆ˜๋“ค์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ์ด ๋ฏน์Šค์ธ์€ ํ˜„์žฌ LoRA, IA3, AdaLora๋ฅผ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค. ํ”„๋ฆฌํ”ฝ์Šค ํŠœ๋‹ ๋ฐฉ๋ฒ•๋“ค(ํ”„๋กฌํ”„ํŠธ ํŠœ๋‹, ํ”„๋กฌํ”„ํŠธ ํ•™์Šต)์€ torch ๋ชจ๋“ˆ์— ์‚ฝ์ž…ํ•  ์ˆ˜ ์—†๋Š” ๊ตฌ์กฐ์ด๋ฏ€๋กœ ์ง€์›๋˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.

[[autodoc]] integrations.PeftAdapterMixin
- load_adapter
- add_adapter
- set_adapter
- disable_adapters
- enable_adapters
- active_adapters
- get_adapter_state_dict