{"id":9994,"date":"2025-02-18T14:34:45","date_gmt":"2025-02-18T05:34:45","guid":{"rendered":"https:\/\/www.skyer9.pe.kr\/wordpress\/?p=9994"},"modified":"2025-02-18T16:10:42","modified_gmt":"2025-02-18T07:10:42","slug":"%ea%b5%ac%ea%b8%80-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c-gpu-%ec%9d%b8%ec%8a%a4%ed%84%b4%ec%8a%a4-%ec%83%9d%ec%84%b1%ed%95%98%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/www.skyer9.pe.kr\/wordpress\/?p=9994","title":{"rendered":"\uad6c\uae00 \ud074\ub77c\uc6b0\ub4dc &#8211; GPU \uc778\uc2a4\ud134\uc2a4 \uc0dd\uc131\ud558\uae30"},"content":{"rendered":"<h1>\uad6c\uae00 \ud074\ub77c\uc6b0\ub4dc &#8211; GPU \uc778\uc2a4\ud134\uc2a4 \uc0dd\uc131\ud558\uae30<\/h1>\n<h2>\uc778\uc2a4\ud134\uc2a4 \uc0dd\uc131<\/h2>\n<p>GCP Console\uc5d0\uc11c Compute Engine \u2192 VM \uc778\uc2a4\ud134\uc2a4 \u2192 \uc778\uc2a4\ud134\uc2a4 \ub9cc\ub4e4\uae30<\/p>\n<h2>\uc124\uc815<\/h2>\n<ul>\n<li>\ub9ac\uc804: us-central1 (\uac00\uaca9 \ub300\ube44 \uc131\ub2a5\uc774 \uc88b\uc74c)<\/li>\n<li>\n<p>\uba38\uc2e0 \uad6c\uc131:<\/p>\n<ul>\n<li>\ucd94\ub860 \uc791\uc5c5: NVIDIA T4, L4.<\/li>\n<li>\ud6c8\ub828 \uc791\uc5c5: NVIDIA A100, V100, H100 (H100 \ub9cc float8 \uc9c0\uc6d0)<\/li>\n<li>NVIDIA V100 : \uba54\ubaa8\ub9ac 16GB \ub610\ub294 32GB HBM2, \ud560\ub2f9 \ubd88\ud544\uc694<\/li>\n<li>NVIDIA A100 : \uba54\ubaa8\ub9ac 40GB \ub610\ub294 80GB HBM2e, \ud560\ub2f9 \ud544\uc694<\/li>\n<li>NVIDIA H100 : \uba54\ubaa8\ub9ac 80GB HBM3, \ud560\ub2f9 \ud544\uc694<\/li>\n<li>\ube44\ub514\uc624 \ucc98\ub9ac\/\uac8c\uc784: NVIDIA T4, L4.<\/li>\n<li>\uacfc\ud559 \uacc4\uc0b0\/HPC: NVIDIA A100, H100, P100.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>GPU \uac1c\uc218: 1<br \/>\n\uc6b4\uc601\uccb4\uc81c: Deep Learning on Linux<br \/>\n\ubc84\uc804: Debian 11<br \/>\n\ud06c\uae30: 200GB<\/p>\n<h2>\ud655\uc778<\/h2>\n<pre><code class=\"language-bash\"># NVIDIA \ub4dc\ub77c\uc774\ubc84 \ubc0f CUDA \uc124\uce58 \ud655\uc778\nnvidia-smi\n\n# Python \ud658\uacbd \uc124\uc815\npython3 -m venv env\nsource env\/bin\/activate\n\n# \ud544\uc694\ud55c \ud328\ud0a4\uc9c0 \uc124\uce58\n# pip install torch transformers tokenizers tqdm<\/code><\/pre>\n<h2>Spot VM \uc124\uc815<\/h2>\n<p>\ucd5c\ub300 24\uc2dc\uac04\uae4c\uc9c0\ub9cc \uc0ac\uc6a9 \uac00\ub2a5\ud558\uc9c0\ub9cc, \uac00\uaca9\uc774 \uc808\ubc18\uc774\ud558\uc774\ub2e4.<\/p>\n<p>&quot;\uc2dc\uc791\/\uc911\uc9c0\/\ub9c8\uc774\uadf8\ub808\uc774\uc158 \uc815\ucc45&quot; \uc139\uc158\uc744 \ucc3e\uc544\uc11c \ud3bc\uce58\uae30<br \/>\n&quot;Spot&quot; \uc635\uc158 \uc120\ud0dd<\/p>\n<h2>\uc774 VM\uc758 \ud560\ub2f9\ub7c9\uc774 \ucda9\ubd84\ud558\uc9c0 \uc54a\uc744 \uc218 \uc788\uc74c<\/h2>\n<p>\ucc98\uc74c GPU \ub97c \uc0ac\uc6a9\ud558\uac8c \ub418\uba74 \ud560\ub2f9\ub7c9\uc744 \uc694\uccad\ud574\uc57c \ud55c\ub2e4.<\/p>\n<p><strong>\ud560\ub2f9\ub7c9 \uc870\uc815 \uac70\ubd80\ub428<\/strong><\/p>\n<p>\uc774\uba54\uc77c\ub85c \uacb0\uacfc\uac00 \ub0a0\ub77c\uc624\uba70, \uac70\ubd80\ub418\uae30\ub3c4 \ud55c\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uad6c\uae00 \ud074\ub77c\uc6b0\ub4dc &#8211; GPU \uc778\uc2a4\ud134\uc2a4 \uc0dd\uc131\ud558\uae30 \uc778\uc2a4\ud134\uc2a4 \uc0dd\uc131 GCP Console\uc5d0\uc11c Compute Engine \u2192 VM \uc778\uc2a4\ud134\uc2a4 \u2192 \uc778\uc2a4\ud134\uc2a4 \ub9cc\ub4e4\uae30 \uc124\uc815 \ub9ac\uc804: us-central1 (\uac00\uaca9 \ub300\ube44 \uc131\ub2a5\uc774 \uc88b\uc74c) \uba38\uc2e0 \uad6c\uc131: \ucd94\ub860 \uc791\uc5c5: NVIDIA T4, L4. \ud6c8\ub828 \uc791\uc5c5: NVIDIA A100, V100, H100 (H100 \ub9cc float8 \uc9c0\uc6d0) NVIDIA V100 : \uba54\ubaa8\ub9ac 16GB \ub610\ub294 32GB HBM2, \ud560\ub2f9 \ubd88\ud544\uc694 NVIDIA A100 :\u2026 <span class=\"read-more\"><a href=\"https:\/\/www.skyer9.pe.kr\/wordpress\/?p=9994\">Read More &raquo;<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[12],"tags":[],"class_list":["post-9994","post","type-post","status-publish","format-standard","hentry","category-devops"],"_links":{"self":[{"href":"https:\/\/www.skyer9.pe.kr\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/9994","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.skyer9.pe.kr\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.skyer9.pe.kr\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.skyer9.pe.kr\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.skyer9.pe.kr\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=9994"}],"version-history":[{"count":6,"href":"https:\/\/www.skyer9.pe.kr\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/9994\/revisions"}],"predecessor-version":[{"id":10000,"href":"https:\/\/www.skyer9.pe.kr\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/9994\/revisions\/10000"}],"wp:attachment":[{"href":"https:\/\/www.skyer9.pe.kr\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=9994"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.skyer9.pe.kr\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=9994"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.skyer9.pe.kr\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=9994"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}