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Releases: State-of-The-MLOps/MLOps

Phase2

09 Dec 09:35
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Phase 2

  • Git Action๊ณผ Kubernetes๋ฅผ ์ด์šฉํ•˜์—ฌ CD/CT๋ฅผ ๋„์ž…ํ•˜์˜€์Šต๋‹ˆ๋‹ค.
  • hyperparameter tuning process๋ฅผ NNI์—์„œ ray๋ฅผ ์ด์šฉํ•ด ๊ด€๋ฆฌํ•˜๋Š” ๊ฒƒ์œผ๋กœ ๋ณ€๊ฒฝํ•˜์˜€์Šต๋‹ˆ๋‹ค. ์ด๋กœ์ธํ•˜์—ฌ ํ•„์š”ํ•˜์ง€ ์•Š๊ฒŒ๋œ ์ฝ”๋“œ๋“ค์ด ์ƒ๊ฒจ๋‚ฌ๊ณ  ๋ชจ๋‘ deprecated๋กœ ์ด๋™ํ•˜์˜€์Šต๋‹ˆ๋‹ค.
  • Workflow๊ด€๋ฆฌ๋„๊ตฌ๋กœ prefect๋ฅผ ๋„์ž…ํ•˜์˜€์Šต๋‹ˆ๋‹ค.
  • predict API๋ฅผ ์ฒ˜์Œ ํ˜ธ์ถœํ•˜์˜€์„ ๋•Œ ๋ชจ๋ธ์„ ๋กœ๋”ฉํ•˜๋Š” ์‹œ๊ฐ„์ด ๊ธธ์–ด์ ธ ํ•œ๋ฒˆ ํ˜ธ์ถœ๋œ ๋ชจ๋ธ์€ ์ผ์ •์‹œ๊ฐ„ ์บ์‹ฑํ•ด๋‘๋„๋ก ๋ณ€๊ฒฝํ•˜์˜€์Šต๋‹ˆ๋‹ค.
  • ํด๋Ÿฌ์Šคํ„ฐ ๋ชจ๋‹ˆํ„ฐ๋ง์„ ์œ„ํ•ด prometheus์™€ grafana๋ฅผ ๋„์ž…ํ•˜์˜€์Šต๋‹ˆ๋‹ค.
  • ์‹คํ—˜์„ ์ˆ˜๋™์œผ๋กœ ์‹œ์ž‘์‹œํ‚ค๋Š” train api๋ฅผ ์‚ญ์ œํ•˜์˜€์Šต๋‹ˆ๋‹ค.

Phase1

06 Oct 07:36

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Phase1

Train

  • model ์„ DB์— ์ง๋ ฌํ™” ์‹œ์ผœ ์ €์žฅ
  • NNi ๋ฅผ ํ™œ์šฉํ•œ ํ•˜์ดํผํŒŒ๋ผ๋ฏธํ„ฐ ์„œ์นญ (subprocess ํ™œ์šฉ)
  • ์„ฑ๋Šฅ ๊ฐœ์„ ์‹œ์—๋งŒ db ๋ชจ๋ธ ์—…๋ฐ์ดํŠธ

Predict

  • Parameter๊ฐ’์„ ๋ฐ›์•„ ์˜ˆ์ธก ์ˆ˜ํ–‰
  • run_in_threadpool๋กœ ์ˆ˜ํ–‰