Week21 Day1 - ai-esg/our-history GitHub Wiki

https://magnetikonline.github.io/markdown-toc-generate/

ํŒ€ NLP 11์กฐ Week21 Day1

๋ชฉ์ฐจ

์ผ์ž

  • 2021.12.20 ์›”

ํŒ€์›

  • ๋ฌธ์„์•”_T2075
  • ๋ฐ•๋งˆ๋ฃจ์ฐฌ_T2078
  • ๋ฐ•์•„๋ฉ˜_T2090
  • ์šฐ์›์ง„_T2137
  • ์œค์˜ํ›ˆ_T2142
  • ์žฅ๋™๊ฑด_T2185
  • ํ™ํ˜„์Šน_T2250

์ฃผ๊ฐ„ ์ผ์ •

  • 1์ฃผ์ฐจ ๋ฉ˜ํ† ๋ง 12/10(๊ธˆ) 16:00
  • 2์ฃผ์ฐจ ๋ฉ˜ํ† ๋ง 12/15(์ˆ˜) 16:30
  • 3์ฃผ์ฐจ ๋ฉ˜ํ† ๋ง 12/20(์›”) 16:00

ํ”ผ์–ด์„ธ์…˜

๋ฉ˜ํ† ๋ง

์ตœ์ข…ํ”„๋กœ์ ํŠธ

ํ˜‘์—… ๋งํฌ

์ตœ์ข… ํ”„๋กœ์ ํŠธ์—์„œ ์ž‘์„ฑ

๊ตฌ๊ธ€๋“œ๋ผ์ด๋ธŒ ๋งํฌ

ํ”ผ๊ทธ๋งˆ ๋งํฌ

ํ”„๋กœํ† ํƒ€์ž… ๋งํฌ

install_requirements ์ž‘์„ฑ์„ ์ƒํ™œํ™”ํ•ฉ์‹œ๋‹ค~!

๋ฐœํ‘œ์— ํ•„์š”ํ•œ ์‚ฌํ•ญ ์ •๋ฆฌ

์—ฌ๊ธฐ ๋ฐœํ‘œ ๊ด€๋ จ ํ•„์š” ์ž๋ฃŒ ์ •๋ฆฌํ•ด์ฃผ์„ธ์š” (์ด๋ฏธ ์ค€๋น„๋œ๊ฒƒ๋„ ๊ฐ™์ด ์ž‘์„ฑํ•ด์ฃผ์„ธ์š”)

  • ๊ธฐํš
  • ๊ตฌํ˜„ ๊ณ„ํš
  • ์‹œ์—ฐ 2๋ถ„
  • Flow ์ฐจํŠธ
  • ๊ตฌํ˜„ ๋ฐฉ๋ฒ•
    • ๋ฐ์ดํ„ฐ ์…‹
    • ๋ชจ๋ธ
    • ๋กœ๋“œ ๋ฒจ๋Ÿฐ์‹ฑ
    • ์—ฌ๋Ÿฌ ๋ฌธ์ œ์ 
      • ์ง€๊ธˆ๊นŒ์ง€ ์žˆ๋˜ ๋ฌธ์ œ์  ์ •๋ฆฌ ํ•„์š”
    • ๋ณด์•ˆ์  ๋ฐ ์ถ”๊ฐ€ ์•„์ด๋””์–ด

ํ”„๋กœ์ ํŠธ (์ฃผ๋ง ๊ณผ์ œ)

  • ์›น ์„œ๋น„์Šค ์ด๋ฆ„

    • "์˜๊ฒฌ"
    • TRIP
    • ์ €๊ธฐ์–ด๋•Œ
  • ์•„์ด์ฝ˜

    • "์˜๊ฒฌ"

๋ฐœํ‘œ์— ํ•„์š”ํ•œ ๋‚ด์šฉ (ํ•œ๋ถ„ ํ•ด์ฃผ์„ธ์š”)

์ตœ์ข… ๋ชจ๋ธ์ด ์•„๋‹ˆ๊ธด ํ•จ;;

  • ๋ช…์†Œ ๊ฒ€์ƒ‰ ๋”œ๋ ˆ์ด

    • cpu ๋”œ๋ ˆ์ด :
    • gpu ๋”œ๋ ˆ์ด :
  • ์œ ์‚ฌ ๋ช…์†Œ ๊ฒ€์ƒ‰ ๋”œ๋ ˆ์ด

    • cpu ๋”œ๋ ˆ์ด :
    • gpu ๋”œ๋ ˆ์ด :
  • ์ข‹์€ ์ฟผ๋ฆฌ, ์•ˆ ์ข‹์€ ์ฟผ๋ฆฌ ์˜ˆ์‹œ

FE

  • ์ปดํฌ๋„ŒํŠธ ๊ตฌ์กฐ๋กœ ๋ณ€๊ฒฝ
  • ๋“œ๋ž๋‹ค์šด ์ถ”๊ฐ€ ํ•„์š”
  • ์œ ์‚ฌ ๋ช…์†Œ ๊ฒ€์ƒ‰์—์„œ ๋“œ๋ž๋‹ค์šด ์กฐ๊ฑด ๋ณ€๊ฒฝ
  • '๋นจ๋ฆฌ๋นจ๋ฆฌ'
  • session
  • logging
    • ์™„์ „ํžˆ ๊ฐ™์€ ์ฟผ๋ฆฌ ๊ฒ€์ƒ‰์„ ์„œ๋กœ ๋‹ค๋ฅธ ์‚ฌ๋žŒ์ด ํ•œ ๊ฒฝ์šฐ ํ”ผ๋“œ๋ฐฑ์ด ๊ฐ๊ฐ ๋“ค์–ด๊ฐ€๋‚˜์š”? ์•„๋‹˜ ํ•œ๋ฒˆ๋งŒ ๋“ค์–ด๊ฐ€๋‚˜์š”?
      • ์‚ฌ์šฉ์ž๋ฅผ ๊ตฌ๋ถ„ํ•  ๋ฐฉ๋ฒ•์ด ์—†์Šต๋‹ˆ๋‹ค.
  • ์ด๋ฏธ์ง€ ์—†์Œ ์ฒ˜๋ฆฌ ํ•„์š”
  • ์‘๋‹ต ๋ณด์—ฌ์ฃผ๊ธฐ
  • Logging page ๋˜๋Š” ์ปดํฌ๋„ŒํŠธ
    • ๋””์ž์ธ ์–ด์ฉŒ์ง€...
  • error page ์•ˆํ•˜๋Š” ๊ฑธ๋กœ

BE (FE ์—์„œ ๋ชจ๋“ˆํ™” ์ž‘์—…ํ•œ๊ฑฐ ํ•„์š”ํ•˜๋ฉด ํ†ก์ฃผ์„ธ์šฉ~!)

  • cookiecutter ํ”„๋กœ์ ํŠธ ๊ตฌ์กฐ github ์—…๋กœ๋“œ (๋ณด๋ฅ˜)
  • API ๋ฌธ์„œ
  • Model API
  • Log API
    • ์—ฌ๊ธฐ์— ์ถ”ํ›„ ์ž‘์—…
    • ๊พธ์ค€ํ•œ feedback data
  • DB ๊ตฌ์ถ•
    • BigQuery

ํ•˜๋ฉด ์ข‹์€๊ฑฐ

  • Load balancing
  • Docker
  • Kubernetes

Dense Sparse ์‹คํ—˜ ๋”ฐ๋กœ ๊ฐ€์ ธ์˜ค๊ธฐ