{"id":45192,"date":"2026-08-07T11:00:26","date_gmt":"2026-08-07T02:00:26","guid":{"rendered":"https:\/\/jore2.com\/?p=45192"},"modified":"2026-08-07T11:00:26","modified_gmt":"2026-08-07T02:00:26","slug":"ai-18180-inside-vllm-anatomy-of-a-high-throughput-llm-inference-system-2025","status":"publish","type":"post","link":"https:\/\/jore2.com\/?p=45192","title":{"rendered":"vLLM \uc758 \ub0b4\ubd80 \uad6c\uc870\uac00 \uacf5\uac1c\ub418\uba70 AI \ucd94\ub860 \uc5d4\uc9c4\uc758 \uc0c8\ub85c\uc6b4 \uae30\uc900\uc774 \ub418\ub2e4"},"content":{"rendered":"<div class=\"jore2-editor-byline\">\n<p><strong>\uc815\ud558\ubbfc<\/strong><\/p>\n<\/div>\n<p>\ucd5c\uadfc AI \uc778\ud504\ub77c \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \ub728\uac70\uc6b4 \uac10\uc790\ub294 \ub2e8\uc5f0 vLLM \uc758 \ub0b4\ubd80 \uad6c\uc870\uc5d0 \ub300\ud55c \uc2ec\uce35 \ubd84\uc11d\uc785\ub2c8\ub2e4. \ub2e8\uc21c\ud788 \uc131\ub2a5\uc774 \uc88b\ub2e4\ub294 \uc218\uce58\ub97c \ub118\uc5b4, \uadf8 \uc774\uba74\uc5d0\uc11c \uc5b4\ub5a4 \uba54\ucee4\ub2c8\uc998\uc774 \uc791\ub3d9\ud558\uc5ec \ub192\uc740 \ucc98\ub9ac\ub7c9\uc744 \ub2ec\uc131\ud558\ub294\uc9c0 \uad6c\uccb4\uc801\uc73c\ub85c \ubc1d\ud600\ub0b8 \uc810\uc774 \ud070 \ud654\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<p>\ud2b9\ud788 2025 \ub144 9 \uc6d4 \uae30\uc900 \ucd5c\uc2e0 \ucee4\ubc0b\uc744 \uae30\ubc18\uc73c\ub85c \ud55c vLLM V1 \uc5d4\uc9c4\uc758 \uc544\ud0a4\ud14d\ucc98\uac00 \uacf5\uac1c\ub418\uba74\uc11c, \uae30\uc874\uc5d0 \ucd94\uc0c1\uc801\uc73c\ub85c\ub9cc \uc54c\uc558\ub358 \uae30\uc220\uc801 \ubc30\uacbd\uc774 \uba85\ud655\ud55c \uadf8\ub9bc\uc73c\ub85c \ub4dc\ub7ec\ub0ac\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc21c\ud55c \uc624\ud508\uc18c\uc2a4 \ud504\ub85c\uc81d\ud2b8\uc758 \uc5c5\ub370\uc774\ud2b8\ub97c \ub118\uc5b4, \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0 \uc801\uc6a9\ud558\ub824\ub294 \uae30\uc5c5\uacfc \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \ud544\uc218\uc801\uc778 \ucc38\uace0 \uc790\ub8cc\uac00 \ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>## vLLM \uc774 \uc8fc\ubaa9\ubc1b\ub294 \uae30\uc220\uc801 \ud575\uc2ec\uacfc \uc791\ub3d9 \uc6d0\ub9ac<\/p>\n<p>vLLM \uc774 \uc8fc\ubaa9\ubc1b\ub294 \uac00\uc7a5 \ud070 \uc774\uc720\ub294 \uba54\ubaa8\ub9ac \uad00\ub9ac \ubc29\uc2dd\uc758 \ud601\uc2e0\uc778 \ud398\uc774\uc9c0\ub4dc \uc5b4\ud150\uc158\uacfc \uc774\ub97c \ud65c\uc6a9\ud55c \uc5f0\uc18d \ubc30\uce58 \uae30\uc220 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uae30\uc874 \ubc29\uc2dd\uc5d0\uc11c\ub294 \ud1a0\ud070 \uae38\uc774\uac00 \uace0\uc815\ub418\uc5b4 \uc788\uc5b4 \uba54\ubaa8\ub9ac \ub0ad\ube44\uac00 \uc2ec\ud588\uc9c0\ub9cc, vLLM \uc740 \uc774\ub97c \ub3d9\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uc5ec GPU \uba54\ubaa8\ub9ac \ud6a8\uc728\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \uad6c\uc870 \ub355\ubd84\uc5d0 \ub3d9\uc77c\ud55c \ud558\ub4dc\uc6e8\uc5b4 \ud658\uacbd\uc5d0\uc11c\ub3c4 \ud6e8\uc52c \ub354 \ub9ce\uc740 \uc694\uccad\uc744 \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c \ud504\ub9ac\ud53d\uc2a4 \uce90\uc2f1\uacfc \uc2a4\ud399\ud058\ub808\uc774\ud2f0\ube0c \ub514\ucf54\ub529 \uac19\uc740 \uace0\uae09 \uae30\ub2a5\ub4e4\uc774 \uc5d4\uc9c4 \ub0b4\ubd80\uc5d0 \uc790\uc5f0\uc2a4\ub7fd\uac8c \ud1b5\ud569\ub418\uc5b4 \uc788\uc5b4, \uc9c0\uc5f0 \uc2dc\uac04\uc744 \uc904\uc774\uba74\uc11c\ub3c4 \ucc98\ub9ac\ub7c9\uc744 \ub192\uc774\ub294 \ub370 \uc131\uacf5\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud2b9\ud788 \ud504\ub860\ud2b8\uc5d4\ub4dc\uc640 \ubc31\uc5d4\ub4dc\ub97c \ubd84\ub9ac\ud55c \ub514\uc2a4\uc560\uadf8\ub9ac\uac8c\uc774\ud2f0\ub4dc P\/D \ubc29\uc2dd\uc740 \ub300\uaddc\ubaa8 \ud2b8\ub798\ud53d\uc744 \ucc98\ub9ac\ud560 \ub54c \uc2dc\uc2a4\ud15c\uc758 \ubcd1\ubaa9 \ud604\uc0c1\uc744 \ud574\uacb0\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774\ub7ec\ud55c \uae30\uc220\uc801 \uc9c4\ubcf4\ub294 \ub2e8\uc21c\ud788 \uc774\ub860\uc801\uc778 \uc218\uc900\uc5d0 \uadf8\uce58\uc9c0 \uc54a\uace0 \uc2e4\uc81c \ubca4\uce58\ub9c8\ud06c \uacb0\uacfc\uc5d0\uc11c\ub3c4 \uc785\uc99d\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc9c0\uc5f0 \uc2dc\uac04\uacfc \ucc98\ub9ac\ub7c9 \uc0ac\uc774\uc758 \uade0\ud615\uc744 \uc790\ub3d9\uc73c\ub85c \ud29c\ub2dd\ud558\ub294 \uae30\ub2a5\uc774 \ud0d1\uc7ac\ub418\uc5b4 \uc788\uc5b4, \uc0ac\uc6a9\uc790\ub294 \ubcf5\uc7a1\ud55c \ud30c\ub77c\ubbf8\ud130 \uc124\uc815 \uc5c6\uc774\ub3c4 \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e8\uc77c GPU \ud658\uacbd\uc5d0\uc11c \uc2dc\uc791\ud574 \uba40\ud2f0 GPU, \ub098\uc544\uac00 \uba40\ud2f0 \ub178\ub4dc \ud658\uacbd\uc73c\ub85c \ud655\uc7a5\ub420 \ub54c\uc5d0\ub3c4 \uc77c\uad00\ub41c \uc131\ub2a5\uc744 \uc720\uc9c0\ud558\ub294 \uac83\uc774 vLLM \uc758 \ub610 \ub2e4\ub978 \uac15\uc810\uc785\ub2c8\ub2e4. \uc774\ub294 \ub300\uaddc\ubaa8 \ubaa8\ub378\uc744 \uc6b4\uc601\ud558\ub294 \uae30\uc5c5\ub4e4\uc774 \uc778\ud504\ub77c \ube44\uc6a9\uc744 \uc808\uac10\ud558\uba74\uc11c\ub3c4 \uc11c\ube44\uc2a4 \ud488\uc9c8\uc744 \ub192\uc77c \uc218 \uc788\ub294 \uc2e4\uc9c8\uc801\uc778 \ud574\ubc95\uc744 \uc81c\uc2dc\ud55c\ub2e4\ub294 \uc810\uc5d0\uc11c \uc758\ubbf8\uac00 \uae4a\uc2b5\ub2c8\ub2e4.<\/p>\n<p>## \ucee4\ubba4\ub2c8\ud2f0 \ubc18\uc751\uacfc \ud5a5\ud6c4 \uae30\uc220\uc801 \ubc29\ud5a5\uc131<\/p>\n<p>\uac1c\ubc1c\uc790 \ucee4\ubba4\ub2c8\ud2f0\uc5d0\uc11c\ub294 vLLM \uc758 \ucf54\ub4dc \uad6c\uc870\uac00 \uc5b4\ub5bb\uac8c \uc124\uacc4\ub418\uc5c8\ub294\uc9c0\uc5d0 \ub300\ud55c \uad00\uc2ec\uc774 \ub9e4\uc6b0 \ub192\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub098\ub178 vLLM \uacfc \uac19\uc740 \uacbd\ub7c9\ud654\ub41c \ubc84\uc804\uc744 \ud1b5\ud574 \ud575\uc2ec \ub85c\uc9c1\uc744 \uc27d\uac8c \uc774\ud574\ud558\ub824\ub294 \uc2dc\ub3c4\uac00 \ud65c\ubc1c\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub098\ub178 vLLM \uc740 \uc57d 5 \ucc9c \uc904\uc758 \ucf54\ub4dc\ub85c \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub97c \uac04\uacb0\ud558\uac8c \uc815\ub9ac\ud558\uc5ec, \ubcf5\uc7a1\ud55c \ucd94\uc0c1\ud654 \uacc4\uce35 \uc5c6\uc774\ub3c4 \uace0\uc18d \ucd94\ub860 \uc5d4\uc9c4\uc758 \ud575\uc2ec\uc744 \ud30c\uc545\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc774\ub294 vLLM \uc758 \uc804\uccb4 \uc544\ud0a4\ud14d\ucc98\ub97c \uc774\ud574\ud558\ub824\ub294 \ucd08\uc2ec\uc790\ub098 \uae30\uc5ec\ub97c \uace0\ub824\ud558\ub294 \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ud559\uc2b5 \uc790\ub8cc\ub85c \uc791\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c \ub77c\ub514\uc2a4 \uc5b4\ud150\uc158 \uac19\uc740 \ub2e4\ub978 \uae30\uc220\uacfc\uc758 \ube44\uad50 \ubd84\uc11d\ub3c4 \ud65c\ubc1c\ud788 \uc774\ub8e8\uc5b4\uc9c0\uba70, \uac01 \ubc29\uc2dd\uc758 \uc7a5\ub2e8\uc810\uc744 \ud30c\uc545\ud558\ub824\ub294 \uc2dc\ub3c4\uac00 \uc774\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc55e\uc73c\ub85c vLLM \uc774 \ub098\uc544\uac00\uc57c \ud560 \ubc29\ud5a5\uc740 \ub354\uc6b1 \uc815\uad50\ud55c \uc2a4\ucf00\uc904\ub9c1\uacfc \ub2e4\uc591\ud55c \ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98\uc5d0 \ub300\ud55c \uc801\uc751\uc131 \ud655\ubcf4\uc77c \uac83\uc785\ub2c8\ub2e4. \ud604\uc7ac\ub294 \ud2b9\uc815 \ubaa8\ub378\uc774\ub098 \ud658\uacbd\uc5d0 \ucd5c\uc801\ud654\ub41c \uce21\uba74\uc774 \uc788\uc9c0\ub9cc, \ud5a5\ud6c4\uc5d0\ub294 \ub354 \ub113\uc740 \ubc94\uc704\uc758 \ubaa8\ub378\uacfc \ud558\ub4dc\uc6e8\uc5b4\uc5d0\uc11c \uc720\uc5f0\ud558\uac8c \uc791\ub3d9\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c4\ud654\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n<p>\ud2b9\ud788 \uc624\ud504\ub77c\uc778 \ubc30\uce58 \ucc98\ub9ac\ub97c \ub118\uc5b4 \uc2e4\uc2dc\uac04 \uc6f9 \uc11c\ube44\uc2a4 \ud658\uacbd\uc5d0\uc11c\uc758 \uc548\uc815\uc131\uc744 \ub192\uc774\ub294 \uac83\uc774 \ub2e4\uc74c \ub2e8\uacc4\uc758 \uc8fc\uc694 \uacfc\uc81c\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcc0\ud654\ub294 AI \uc11c\ube44\uc2a4\uc758 \uc751\ub2f5 \uc18d\ub3c4\uc640 \ucc98\ub9ac \ub2a5\ub825\uc744 \ud68d\uae30\uc801\uc73c\ub85c \uac1c\uc120\ud558\ub294 \uacc4\uae30\uac00 \ub420 \uac83\uc774\uba70, \uacb0\uacfc\uc801\uc73c\ub85c \ub354 \ub9ce\uc740 \uc0ac\uc6a9\uc790\uac00 \uace0\ud488\uc9c8\uc758 AI \uc11c\ube44\uc2a4\ub97c \uacbd\ud5d8\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub9c8\ub828\ud558\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uace0\uc131\ub2a5 LLM \ucd94\ub860 \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec\uc778 vLLM \uc758 \ub0b4\ubd80 \uad6c\uc870\uac00 \uc0c1\uc138\ud788 \uacf5\uac1c\ub418\uba74\uc11c \uac1c\ubc1c\uc790 \ucee4\ubba4\ub2c8\ud2f0\uc758 \uc774\ubaa9\uc774 \uc9d1\uc911\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud398\uc774\uc9c0\ub4dc \uc5b4\ud150\uc158\uacfc \uc5f0\uc18d \ubc30\uce58 \uac19\uc740 \uae30\uc220\uc774 \uc5b4\ub5bb\uac8c \uc791\ub3d9\ud558\ub294\uc9c0, \uadf8\ub9ac\uace0 \uba40\ud2f0 GPU \ud658\uacbd\uc5d0\uc11c\uc758 \ud655\uc7a5\uc131\uae4c\uc9c0 \ud3ed\ub113\uac8c \ub2e4\ub904\uc9c4 \uc774\ubc88 \ubd84\uc11d\uc740 \ub2e8\uc21c\ud55c \uae30\uc220 \uc124\uba85\uc744 \ub118\uc5b4 \uc2e4\uc81c \uc11c\ube44\uc2a4 \uc6b4\uc601\uc5d0 \ud544\uc694\ud55c \ud1b5\ucc30\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"author":5,"featured_media":45191,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8858],"tags":[7,3345,14844,16631,28972],"class_list":["post-45192","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-ai","tag-llm","tag-vllm","tag-16631","tag-28972"],"featured_image_urls":{"full":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/08\/fwd-pass-scaled.png",1734,2560,false],"thumbnail":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/08\/fwd-pass-150x150.png",150,150,true],"medium":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/08\/fwd-pass-203x300.png",203,300,true],"medium_large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/08\/fwd-pass-768x1134.png",640,945,true],"large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/08\/fwd-pass-694x1024.png",640,944,true],"1536x1536":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/08\/fwd-pass-1040x1536.png",1040,1536,true],"2048x2048":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/08\/fwd-pass-1387x2048.png",1387,2048,true],"morenews-large":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/08\/fwd-pass-825x575.png",825,575,true],"morenews-medium":["https:\/\/jore2.com\/wp-content\/uploads\/2026\/08\/fwd-pass-590x410.png",590,410,true]},"author_info":{"info":["\uc815\ud558\ubbfc"]},"category_info":"<a 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