{"id":327,"date":"2026-09-07T19:25:07","date_gmt":"2026-09-07T10:25:07","guid":{"rendered":"https:\/\/www.arphile.net\/?p=327"},"modified":"2026-09-07T19:25:09","modified_gmt":"2026-09-07T10:25:09","slug":"llm-%ec%9d%98-gpu-%ec%82%ac%ec%9a%a9%eb%9f%89-%ea%b0%90%eb%9f%89-%ec%84%b1%ea%b3%b5","status":"publish","type":"post","link":"https:\/\/www.arphile.net\/?p=327","title":{"rendered":"LLM \uc758 GPU \uc0ac\uc6a9\ub7c9 \uac10\ub7c9 \uc131\uacf5"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">\uacb0\uacfc<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc624\ub298\uc740 \uacb0\uacfc\ub97c \uba3c\uc800 \ubcf4\uace0 \uc774\uc57c\uae30 \ud558\ub3c4\ub85d \ud55c\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"801\" height=\"729\" src=\"https:\/\/www.arphile.net\/wp-content\/uploads\/2026\/09\/image.png\" alt=\"\" class=\"wp-image-328\" srcset=\"https:\/\/www.arphile.net\/wp-content\/uploads\/2026\/09\/image.png 801w, https:\/\/www.arphile.net\/wp-content\/uploads\/2026\/09\/image-767x698.png 767w, https:\/\/www.arphile.net\/wp-content\/uploads\/2026\/09\/image-300x273.png 300w, https:\/\/www.arphile.net\/wp-content\/uploads\/2026\/09\/image-440x400.png 440w, https:\/\/www.arphile.net\/wp-content\/uploads\/2026\/09\/image-679x618.png 679w\" sizes=\"auto, (max-width: 801px) 100vw, 801px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\uc65c \uc774 \uc791\uc5c5\uc744 \uc9c4\ud589\ud588\ub294\uac00?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5ec\ub984\uc778\ub370, \ub9cc\ub4e4\uc5b4\ub454 \uacbd\uc81c\ubd84\uc11d \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uadf8\ub798\ud53d\uce74\ub4dc\uac00 \ud33d\ud33d \ub3c4\ub294\uac8c \ub108\ubb34 \uac70\uc2ac\ub838\ub2e4. <br>\ub365\uae30\ub3c4 \ub354\uc6b4\ub370, \uc800\uac8c \uc800\ub807\uac8c \ud558\ub8e8\uc885\uc77c \uad74\ub7ec\uac08\uc77c\uc778\uac00? \uc2f6\uc5b4\uc11c, <br>\uadf8\ub9ac\uace0 \uc2dc\uc2a4\ud15c\uc774 \uc870\uae08 \ub354 \ud6a8\uc728\uc801\uc73c\ub85c \uad74\ub7ec\uac00\uba74 \uc5b4\ub5a8\uae4c \ub77c\ub294 \uc0dd\uac01\uc774 \ub4e4\uc5b4\uc11c\uc600\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\uc5b4\ub290 \uc791\uc5c5\uc744 \uc9c4\ud589\ud588\ub294\uac00?<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc81c\uc77c \uba3c\uc800 \ud588\ub358 \uc791\uc5c5\uc740 Thinking \uc744 \uc81c\uac70\ud558\ub294 \uc77c\uc774\uc5c8\ub2e4. <br>\uac04\ub2e8\ud558\uac8c \ubc88\uc5ed\ub9cc \ud574\ub3c4 \ub418\ub294\uc77c\uc5d0 Thinking \uc744 \ub123\uc5b4\uc11c \ud638\ucd9c\ud558\ub294\uac83\uc740 \ud6a8\uc728\uc774 \ub108\ubb34 \uc88b\uc9c0 \uc54a\uc740\uc77c\uc774\uc5c8\ub2e4. <br>\uc751\ub2f5 \uc18d\ub3c4\ub3c4 \ub290\ub9ac\uac70\ub2c8\uc640, \uc791\uc5c5\uc744 \ud588\uc744 \ub54c \uacb0\uacfc\uac00 \uadf8\ub807\uac8c \ub9ce\uc774 \ucc28\uc774\uac00 \ub098\uc9c0 \uc54a\ub294\uac83. <br>\ub2e8\uc21c\ud55c \ubd84\uc11d\uac74\uc740 \ucd5c\ub300\ud55c \ub2e8\uc21c\ud558\uac8c, \ubc14\ub85c\ubc14\ub85c \ub2f5\ubcc0\uc744 \ubc49\uc744 \uc218 \uc788\ub3c4\ub85d Thinking \uc744 \uc81c\uac70 \ud558\ub294\uac8c \uac00\uc7a5 \uc88b\uc558\ub358\uac70\uac19\ub2e4. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uadf8 \ub2e4\uc74c\uc73c\ub85c \uc9c4\ud589\ud55c\uac74 \uc2dc\uc2a4\ud15c \uc624\ub958\ub85c \ubc18\ubcf5\uc801\uc73c\ub85c \ub3d9\uc77c\ud55c \uc791\uc5c5\uc744 \ud638\ucd9c\ud558\uace0 \uc788\ub358 \uac74\ub4e4\uc744 \ud544\ud130\ub9c1 \ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294\uac83 <br>\ub4f1\uc794\ubc11\uc774 \uc5b4\ub450\uc6b4\uac83\ucc98\ub7fc, \uc2e4\ud328\ud55c\uac74\uc774 alert \uc5c6\uc774, \uc2e4\ud328 \ud6c4\ucc98\ub9ac \uc5c6\uc774 \uacc4\uc18d \ub0a8\uc544\uc788\uc5b4 \ub2e4\ub978 \uc791\uc5c5\ub4e4\uae4c\uc9c0 \ubc29\ud574\ud558\ub294 \ubb38\uc81c\uac00 \uc788\uc5c8\ub2e4. <br>\uc774\ub85c\uc778\ud574 \uc2e4\uc81c \ubd84\uc11d\uc774 \ud544\uc694\ud55c\uac83\uc740 \ubd84\uc11d\uc774 \uc548\ub418\uace0, \ubd84\uc11d \uc2e4\ud328\ud558\uc5ec \uc608\uc678\ucc98\ub9ac \ud574\uc57c\ub420 \uac74\ub4e4\uc774 \uacc4\uc18d \ub0a8\uc544\uc788\uc5b4\uc11c \uadf8\ub798\ud53d\uce74\ub4dc\ub97c \uc810\uc720\ud558\uace0\uc788\uc5c8\ub358\uac83. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uc791\uc5c5\uc744 \uc704\ud574 \uc5ed\uc2dc\ub098 flag \ub97c \uc0ac\uc6a9\ud558\ub3c4\ub85d \ud588\ub2e4.<br>is_translated \uc640 \uac19\uc740 \ud50c\ub798\uadf8\ub97c \ub9cc\ub4e4\uace0, 0\uc740 \ub3d9\uc791\uc804, 1\uc740 \ub3d9\uc791\ud6c4, 2\ub294 \uc624\ub958\uac74 \uc73c\ub85c \ub9cc\ub4e4\uc5b4\uc11c \ucc98\ub9ac\ud558\ub3c4\ub85d \ud55c\uac83. <br>\ubcf4\ud1b5 is \ub294 boolean \uc73c\ub85c \uc7a1\uc9c0\ub9cc, 1 \uc774\uc0c1\uc740 \uadf8\ub0e5 true \ub85c \ucc98\ub9ac\ud558\uba74 \ub418\uae30\ub54c\ubb38\uc5d0 \uc0ac\uc2e4\uc0c1 true\/false \uc774\uba74\uc11c \uc5d0\ub7ec\uae4c\uc9c0 \uce90\uce58\ud560 \uc218 \uc788\uc5c8\ub2e4. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Batch \uc5d0\uc11c Cron \uc73c\ub85c <\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc0ac\uc2e4 \uc5b4\ub5bb\uac8c \ubcf4\uba74 \uac19\uc740\ub0b4\uc6a9\uc774\uc9c0\ub9cc, A \ubd84\uc11d\uc774 \uc788\ub294\uc911\uc5d0 B \ubd84\uc11d\uc774 \ub4e4\uc5b4\uc640\ubc84\ub9ac\uba74 GPU \uc758 \ud6a8\uc728\uc774 \uc88b\uc9c0 \uc54a\ub2e4. <br>\uc774\ub97c \uc704\ud574\uc11c \uad50\ud1b5\uc815\ub9ac\ub97c \ud574\uc904 \ud544\uc694\uac00 \uc788\ub294\ub370, Jenkins \ub098 Gitlab-Runner \ub97c \uc0ac\uc6a9\ud574\uc11c \uad74\ub9ac\ub2e4\ubcf4\uba74 \uac01\uac01\uc758 application \uc774 \ub744\uc6cc\uc9c4 \uc0c1\ud0dc\uae30\ub54c\ubb38\uc5d0 \uad50\ud1b5\uc815\ub9ac\uac00 \uc27d\uc9c0 \uc54a\ub2e4. <br>\uc774\ub97c \ud574\uacb0\ud558\uae30\uc704\ud574 cron application \uc744 \ud558\ub098 \ub9cc\ub4e4\uace0, batch \ub97c migration \ud558\ub294 \uc791\uc5c5\uc744 \uc9c4\ud589\ud588\ub2e4. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc801\uc6a9\uc2dc\uc810\uc774 8\uc6d4 31\uc77c\uc778\ub370, GPU \uc0ac\uc6a9\ub7c9\uc774 \ucc9c\uc7a5\uce58\uace0\uc788\ub358\uac8c \uc5c6\uc5b4\uc84c\uace0, GPU \uc628\ub3c4\uac00 \ub0b4\ub824\uac14\uc73c\uba70, \uc2e4\uc81c \ud30c\uc6cc \uc0ac\uc6a9\ub7c9\ub3c4 \uc720\uc758\ubbf8\ud558\uac8c \uc904\uc5b4\ub4e0\uac83\uc744 \ubcfc \uc218 \uc788\ub2e4. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\uc815\ub9ac<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Application \uc744 \ub9cc\ub4e4 \ub54c \uc0ac\uc2e4 \ub9ac\uc18c\uc2a4\ub97c \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ud558\ub290\ub0d0\ub97c \uc798 \uc0dd\uac01\ud558\ub294\uac8c \uc911\uc694\ud558\uae34 \ud55c\ub370, \ud68c\uc0ac \ud504\ub85c\uc81d\ud2b8\ub3c4 \uc544\ub2c8\uace0, \ud1a0\uc774\ud504\ub85c\uc81d\ud2b8\ub85c \uc9d1\uc5d0\uc11c \uc2dc\uc791\ud55c\uac83\uc774\ub2e4\ubcf4\ub2c8 \ud070 \uace0\ubbfc\uc5c6\uc774 \ub9cc\ub4e4\uace0\ub294 \uc788\uc5c8\ub2e4. <br>\ub2e4\ub9cc \ub0ad\ube44\ub418\ub294 \uc790\uc6d0\ub4e4\uc744 \uc815\ub9ac\ud558\ub2e4\ubcf4\ub2c8 \ub354 \uc88b\uc740 \uae30\ub2a5\ub4e4\uc744 \ub354 \ub9ce\uc774 \ub123\uc744 \uc218 \uc788\ub294 \uc5ec\uc720\uac00 \uc0dd\uae34\uac70\uac19\uc544\uc11c \uc88b\ub354\ub77c.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc11c\ubc84\uc758 \uc790\uc6d0\uc740 \ud55c\uc815\ub418\uc5b4\uc788\uace0, \ub0b4\uac00 \ub3c8\uc744 \ub354 \ubd80\uc5b4\ub3c4 \ub418\uae34 \ud558\uc9c0\ub9cc, \uc9c0\uae08\ucc98\ub7fc \uace0\uba54\ubaa8\ub9ac\uac00\uaca9 \uc2dc\ub300\uc5d0 \uadf8 \uc120\ud0dd\uc9c0\ub294 \uc27d\uc9c0 \uc54a\uc740\uac83\uac19\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2f9\uae08\uc758 \uac1c\ubc1c\uc790\ub4e4\uc740 \uba54\ubaa8\ub9ac \ud6a8\uc728, \ucd5c\uc801\ud654\ub97c \ub2e4\uc2dc \uc0dd\uac01\ud574\uc57c\ub418\ub294 \uc2dc\uae30\uac00 \uc628\uac83\uac19\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uacb0\uacfc \uc624\ub298\uc740 \uacb0\uacfc\ub97c \uba3c\uc800 \ubcf4\uace0 \uc774\uc57c\uae30 \ud558\ub3c4\ub85d \ud55c\ub2e4. \uc65c \uc774 \uc791\uc5c5\uc744 \uc9c4\ud589\ud588\ub294\uac00? \uc5ec\ub984\uc778\ub370, \ub9cc\ub4e4\uc5b4\ub454 \uacbd\uc81c\ubd84\uc11d \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uadf8\ub798\ud53d\uce74\ub4dc\uac00 \ud33d\ud33d \ub3c4\ub294\uac8c \ub108\ubb34 \uac70\uc2ac\ub838\ub2e4. \ub365\uae30\ub3c4 \ub354\uc6b4\ub370, \uc800\uac8c \uc800\ub807\uac8c \ud558\ub8e8\uc885\uc77c \uad74\ub7ec\uac08\uc77c\uc778\uac00? \uc2f6\uc5b4\uc11c, \uadf8\ub9ac\uace0 \uc2dc\uc2a4\ud15c\uc774 \uc870\uae08 \ub354 \ud6a8\uc728\uc801\uc73c\ub85c \uad74\ub7ec\uac00\uba74 \uc5b4\ub5a8\uae4c \ub77c\ub294 \uc0dd\uac01\uc774 \ub4e4\uc5b4\uc11c\uc600\ub2e4. \uc5b4\ub290 \uc791\uc5c5\uc744 \uc9c4\ud589\ud588\ub294\uac00? \uc81c\uc77c \uba3c\uc800 \ud588\ub358 \uc791\uc5c5\uc740 Thinking \uc744 \uc81c\uac70\ud558\ub294 \uc77c\uc774\uc5c8\ub2e4. \uac04\ub2e8\ud558\uac8c \ubc88\uc5ed\ub9cc \ud574\ub3c4 \ub418\ub294\uc77c\uc5d0 Thinking \uc744 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","footnotes":""},"categories":[15,14],"tags":[],"class_list":["post-327","post","type-post","status-publish","format-standard","hentry","category-15","category-14"],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"blogsy-small":false,"blogsy-small-tall":false,"blogsy-small-square":false,"blogsy-small-masonry":false,"blogsy-medium":false,"blogsy-medium-masonry":false,"blogsy-large":false,"blogsy-wide":false},"uagb_author_info":{"display_name":"Arphile","author_link":"https:\/\/www.arphile.net\/?author=1"},"uagb_comment_info":0,"uagb_excerpt":"\uacb0\uacfc \uc624\ub298\uc740 \uacb0\uacfc\ub97c \uba3c\uc800 \ubcf4\uace0 \uc774\uc57c\uae30 \ud558\ub3c4\ub85d \ud55c\ub2e4. \uc65c \uc774 \uc791\uc5c5\uc744 \uc9c4\ud589\ud588\ub294\uac00? \uc5ec\ub984\uc778\ub370, \ub9cc\ub4e4\uc5b4\ub454 \uacbd\uc81c\ubd84\uc11d \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uadf8\ub798\ud53d\uce74\ub4dc\uac00 \ud33d\ud33d \ub3c4\ub294\uac8c \ub108\ubb34 \uac70\uc2ac\ub838\ub2e4. \ub365\uae30\ub3c4 \ub354\uc6b4\ub370, \uc800\uac8c \uc800\ub807\uac8c \ud558\ub8e8\uc885\uc77c \uad74\ub7ec\uac08\uc77c\uc778\uac00? \uc2f6\uc5b4\uc11c, \uadf8\ub9ac\uace0 \uc2dc\uc2a4\ud15c\uc774 \uc870\uae08 \ub354 \ud6a8\uc728\uc801\uc73c\ub85c \uad74\ub7ec\uac00\uba74 \uc5b4\ub5a8\uae4c \ub77c\ub294 \uc0dd\uac01\uc774 \ub4e4\uc5b4\uc11c\uc600\ub2e4. \uc5b4\ub290 \uc791\uc5c5\uc744 \uc9c4\ud589\ud588\ub294\uac00? \uc81c\uc77c \uba3c\uc800 \ud588\ub358 \uc791\uc5c5\uc740 Thinking \uc744 \uc81c\uac70\ud558\ub294 \uc77c\uc774\uc5c8\ub2e4. \uac04\ub2e8\ud558\uac8c \ubc88\uc5ed\ub9cc \ud574\ub3c4 \ub418\ub294\uc77c\uc5d0 Thinking \uc744&hellip;","_links":{"self":[{"href":"https:\/\/www.arphile.net\/index.php?rest_route=\/wp\/v2\/posts\/327","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.arphile.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.arphile.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.arphile.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.arphile.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=327"}],"version-history":[{"count":1,"href":"https:\/\/www.arphile.net\/index.php?rest_route=\/wp\/v2\/posts\/327\/revisions"}],"predecessor-version":[{"id":329,"href":"https:\/\/www.arphile.net\/index.php?rest_route=\/wp\/v2\/posts\/327\/revisions\/329"}],"wp:attachment":[{"href":"https:\/\/www.arphile.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=327"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.arphile.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=327"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.arphile.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=327"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}