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Seongsu Park edited this page Feb 5, 2023 · 36 revisions

Diffusers ๋ฒˆ์—ญ

๋‹จ์–ด ์ •๋ฆฌ

์˜์–ด ๊ทธ๋Œ€๋กœ ์‚ฌ์šฉํ•  ๋‹จ์–ด๋“ค

  • Hugging Face
  • Diffusers
  • text-to-image

ํ•œ๊ธ€๋กœ ๋ฒˆ์—ญํ•  ๋‹จ์–ด๋“ค

  • push
  • step: ์Šคํ…
  • convolution: ์ปจ๋ณผ๋ฃจ์…˜

ํ•œ๊ธ€๊ณผ ์˜์–ด ๋ณ‘๊ธฐํ•  ๋‹จ์–ด๋“ค

  • ์ฐจ์›์ˆœ์„œ(dimensions ordering)
  • ๋‹ค์ค‘ ์ด๋ฏธ์ง€ ๋ฐฐ์น˜(multi-image batches)
  • ํ˜ผํ•ฉ ์ •๋ฐ€๋„(mixed precision) // ํ˜ผํ•ฉ ์ •๋ฐ€๋„๋ผ๋Š” ํ‘œํ˜„์ด ์žˆ๋Š” ์ค„ ๋ชฐ๋ž๋„ค์š”(ํ™๊ทœ)

๋…ผ์˜๊ฐ€ ํ•„์š”ํ•œ ๋‹จ์–ด๋“ค

  • Channels Last: ๋ฉ”๋ชจ๋ฆฌ ์„ธ์ด๋น™์„ ์œ„ํ•œ ์˜ต์…˜๊ฐ™์€๋ฐ ์–ด๋–ป๊ฒŒ ๋ฒˆ์—ญํ•˜๋ฉด ์ข‹์„๊นŒ์š”?
  • tracing
  • half precision
    • ์„ฑ์ˆ˜: '๋ฐ˜์ •๋ฐ€๋„'๋ผ๋Š” ๋ง์ด ์žˆ๊ธด ํ•ด์„œ ์‚ฌ์šฉ์€ ํ–ˆ์Šต๋‹ˆ๋‹ค
  • load
  • sliced attention
  • fine tuning: ๋ฏธ์„ธ ์กฐ์ •
  • ๋ผ์ด์„ ์Šค or ๋ผ์ด์„ผ์Šค
  • forward pass
  • just-in-time
  • inference
  • push
  • custom
  • code snippet

ํ•œ๊ตญ์–ด์™€ ์˜์–ด๋ฅผ ํ•จ๊ป˜ ํ‘œ๊ธฐํ•˜๋ฉด ์ข‹์„ ๊ฒƒ ๊ฐ™์€ ๋‹จ์–ด๋“ค

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