Cloud Marketplace์—์„œ Deep Learning VM ์ธ์Šคํ„ด์Šค ๋งŒ๋“ค๊ธฐ

์ด ํŽ˜์ด์ง€์—์„œ๋Š” ๋ช…๋ น์ค„์„ ์‚ฌ์šฉํ•˜์ง€ ์•Š๊ณ  Google Cloud Console์˜ Cloud Marketplace์—์„œ Deep Learning VM Image ์ธ์Šคํ„ด์Šค๋ฅผ ๋งŒ๋“œ๋Š” ๋ฐฉ๋ฒ•์„ ๋ณด์—ฌ์ค๋‹ˆ๋‹ค.

์‹œ์ž‘ํ•˜๊ธฐ ์ „์—

  1. Sign in to your Google Cloud account. If you're new to Google Cloud, create an account to evaluate how our products perform in real-world scenarios. New customers also get $300 in free credits to run, test, and deploy workloads.
  2. In the Google Cloud console, on the project selector page, select or create a Google Cloud project.

    Go to project selector

  3. Verify that billing is enabled for your Google Cloud project.

  4. In the Google Cloud console, on the project selector page, select or create a Google Cloud project.

    Go to project selector

  5. Verify that billing is enabled for your Google Cloud project.

  6. ์‚ฌ์šฉํ•  Deep Learning VM์„ ์„ ํƒํ•˜์„ธ์š”. ์ด๋•Œ ์„ ํ˜ธํ•˜๋Š” ํ”„๋ ˆ์ž„์›Œํฌ์™€ ํ”„๋กœ์„ธ์„œ ์œ ํ˜•์— ๋งž๊ฒŒ ์„ ํƒํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.
  7. Deep Learning VM์— GPU๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ๊ฒฝ์šฐ ํ• ๋‹น๋Ÿ‰ ํŽ˜์ด์ง€์—์„œ ํ”„๋กœ์ ํŠธ์— ์‚ฌ์šฉ ๊ฐ€๋Šฅํ•œ GPU๊ฐ€ ์ถฉ๋ถ„ํžˆ ์žˆ๋Š”์ง€ ํ™•์ธํ•˜์„ธ์š”. GPU๊ฐ€ ํ• ๋‹น๋Ÿ‰ ํŽ˜์ด์ง€์— ๋‚˜์™€ ์žˆ์ง€ ์•Š๊ฑฐ๋‚˜ ์ถ”๊ฐ€ GPU ํ• ๋‹น๋Ÿ‰์ด ํ•„์š”ํ•œ ๊ฒฝ์šฐ ํ• ๋‹น๋Ÿ‰ ์ƒํ–ฅ ์กฐ์ •์„ ์š”์ฒญํ•˜์„ธ์š”.

์ธ์Šคํ„ด์Šค ์ƒ์„ฑ

  1. Google Cloud Console์—์„œ Deep Learning VM Cloud Marketplace ํŽ˜์ด์ง€๋กœ ์ด๋™ํ•ฉ๋‹ˆ๋‹ค.

    Deep Learning VM Cloud Marketplace ํŽ˜์ด์ง€๋กœ ์ด๋™

  2. ์‹œ์ž‘ํ•˜๊ธฐ๋ฅผ ํด๋ฆญํ•ฉ๋‹ˆ๋‹ค.

  3. VM ์ด๋ฆ„์˜ ๋ฃจํŠธ๊ฐ€ ๋  ๋ฐฐํฌ ์ด๋ฆ„์„ ์ž…๋ ฅํ•ฉ๋‹ˆ๋‹ค. Compute Engine์€ ์ธ์Šคํ„ด์Šค ์ด๋ฆ„์„ ์ง€์ •ํ•  ๋•Œ ์ด ์ด๋ฆ„ ๋์— -vm์„ ์ถ”๊ฐ€ํ•ฉ๋‹ˆ๋‹ค.

  4. ์˜์—ญ์„ ์„ ํƒํ•ฉ๋‹ˆ๋‹ค.

  5. ๋จธ์‹  ์œ ํ˜•์—์„œ VM์— ์‚ฌ์šฉํ•  ์‚ฌ์–‘์„ ์„ ํƒํ•ฉ๋‹ˆ๋‹ค. ๋จธ์‹  ์œ ํ˜• ์ž์„ธํžˆ ์•Œ์•„๋ณด๊ธฐ

  6. GPU์—์„œ GPU ์œ ํ˜• ๋ฐ GPU ์ˆ˜๋ฅผ ์„ ํƒํ•ฉ๋‹ˆ๋‹ค. GPU๋ฅผ ์‚ฌ์šฉํ•˜์ง€ ์•Š์œผ๋ ค๋ฉด GPU ์‚ญ์ œ ๋ฒ„ํŠผ์„ ํด๋ฆญํ•˜๊ณ  7๋‹จ๊ณ„๋กœ ๊ฑด๋„ˆ๋œ๋‹ˆ๋‹ค. GPU ์ž์„ธํžˆ ์•Œ์•„๋ณด๊ธฐ

    1. GPU ์œ ํ˜•์„ ์„ ํƒํ•ฉ๋‹ˆ๋‹ค. ์˜์—ญ์— ๋”ฐ๋ผ ์ผ๋ถ€ GPU ์œ ํ˜•์ด ์ง€์›๋˜์ง€ ์•Š์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์ง€์›๋˜๋Š” ์กฐํ•ฉ ์ฐพ๊ธฐ
    2. GPU ์ˆ˜๋ฅผ ์„ ํƒํ•ฉ๋‹ˆ๋‹ค. ๊ฐ GPU๋Š” ์„œ๋กœ ๋‹ค๋ฅธ ์ˆ˜์˜ GPU๋ฅผ ์ง€์›ํ•ฉ๋‹ˆ๋‹ค. ์ง€์›๋˜๋Š” ์กฐํ•ฉ ์ฐพ๊ธฐ
  7. ๋จธ์‹ ๋Ÿฌ๋‹ ํ”„๋ ˆ์ž„์›Œํฌ๋ฅผ ์„ ํƒํ•ฉ๋‹ˆ๋‹ค.

  8. GPU๋ฅผ ์‚ฌ์šฉํ•˜๋Š” ๊ฒฝ์šฐ NVIDIA ๋“œ๋ผ์ด๋ฒ„๊ฐ€ ํ•„์š”ํ•ฉ๋‹ˆ๋‹ค. ๋“œ๋ผ์ด๋ฒ„๋Š” ์ง์ ‘ ์„ค์น˜ํ•˜๊ฑฐ๋‚˜ ์ฒ˜์Œ ์‹œ์ž‘ ์‹œ NVIDIA GPU ๋“œ๋ผ์ด๋ฒ„๊ฐ€ ์ž๋™์œผ๋กœ ์„ค์น˜๋˜๋„๋ก ์„ ํƒํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค.

  9. SSH ๋Œ€์‹  URL์„ ํ†ตํ•ด JupyterLab์— ์•ก์„ธ์Šค ์‚ฌ์šฉ ์„ค์ •(๋ฒ ํƒ€)์„ ์„ ํƒํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์ด ๋ฒ ํƒ€ ๊ธฐ๋Šฅ์„ ์‚ฌ์šฉ ์„ค์ •ํ•˜๋ฉด URL์„ ์‚ฌ์šฉํ•˜์—ฌ JupyterLab ์ธ์Šคํ„ด์Šค์— ์•ก์„ธ์Šคํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. Google Cloud ํ”„๋กœ์ ํŠธ์˜ ํŽธ์ง‘์ž ๋˜๋Š” ์†Œ์œ ์ž ์—ญํ• ์ด ์žˆ๋Š” ์‚ฌ์šฉ์ž ๋ˆ„๊ตฌ๋‚˜ ์ด URL์— ์•ก์„ธ์Šคํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ํ˜„์žฌ ์ด ๊ธฐ๋Šฅ์€ ๋ฏธ๊ตญ, ์œ ๋Ÿฝ์—ฐํ•ฉ, ์•„์‹œ์•„์—์„œ๋งŒ ์ž‘๋™ํ•ฉ๋‹ˆ๋‹ค.

  10. ๋ถ€ํŒ… ๋””์Šคํฌ ์œ ํ˜•๊ณผ ๋ถ€ํŒ… ๋””์Šคํฌ ํฌ๊ธฐ๋ฅผ ์„ ํƒํ•ฉ๋‹ˆ๋‹ค.

  11. ์›ํ•˜๋Š” ๋„คํŠธ์›Œํฌ ์„ค์ •์„ ์„ ํƒํ•ฉ๋‹ˆ๋‹ค.

  12. ๋ฐฐํฌ๋ฅผ ํด๋ฆญํ•ฉ๋‹ˆ๋‹ค.

NVIDIA ๋“œ๋ผ์ด๋ฒ„ ์„ค์น˜๋ฅผ ์„ ํƒํ•œ ๊ฒฝ์šฐ ์„ค์น˜๊ฐ€ ์™„๋ฃŒ๋  ๋•Œ๊นŒ์ง€ 3~5๋ถ„ ์ •๋„ ๊ธฐ๋‹ค๋ ค ์ฃผ์„ธ์š”.

VM ๋ฐฐํฌ๊ฐ€ ์™„๋ฃŒ๋˜๋ฉด ํŽ˜์ด์ง€๋Š” ์ธ์Šคํ„ด์Šค ์•ก์„ธ์Šค์— ๊ด€ํ•œ ์•ˆ๋‚ด๊ฐ€ ์—…๋ฐ์ดํŠธ๋ฉ๋‹ˆ๋‹ค.

๋‹ค์Œ ๋‹จ๊ณ„

Google Cloud Console ๋˜๋Š” ๋ช…๋ น์ค„์„ ํ†ตํ•ด ์ƒˆ ๋”ฅ ๋Ÿฌ๋‹ VM ์ธ์Šคํ„ด์Šค์— ์—ฐ๊ฒฐํ•˜๋Š” ๋ฐฉ๋ฒ•์€ ์ธ์Šคํ„ด์Šค์— ์—ฐ๊ฒฐ์„ ์ฐธ์กฐํ•˜์„ธ์š”. ์ธ์Šคํ„ด์Šค ์ด๋ฆ„์€ ์ง€์ •๋œ ๋ฐฐํฌ ์ด๋ฆ„ ๋’ค์— -vm์ด ๋ถ™์Šต๋‹ˆ๋‹ค.