{"id":15232,"date":"2026-09-14T16:27:20","date_gmt":"2026-09-14T08:27:20","guid":{"rendered":"https:\/\/ai-stack.ai\/rcs-vllm-deployment"},"modified":"2026-09-29T16:21:05","modified_gmt":"2026-09-29T08:21:05","slug":"rcs-vllm-deployment","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ko\/rcs-vllm-deployment","title":{"rendered":"\ud29c\ud1a0\ub9ac\uc5bc: AI-Stack\uc5d0\uc11c RCS\ub97c \uc0ac\uc6a9\ud574 vLLM \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378 \uc11c\ube44\uc2a4\ub97c \ubc30\ud3ec\ud558\ub294 \ubc29\ubc95"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">LLM\uc744 \uc2e4\ud589\ud558\ub824\uba74 \uc815\ub9d0 \ubaa8\ub378\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uae30\ub9cc \ud558\uba74 \ub420\uae4c\uc694? \ub2f5\uc740 \u2018\uc544\uc9c1 \uc544\ub2d9\ub2c8\ub2e4\u2019\uc785\ub2c8\ub2e4. GPU \ub9ac\uc18c\uc2a4\ub97c \uc5b4\ub5bb\uac8c \ud560\ub2f9\ud560\uc9c0, \uc5b4\ub5a4 \ucd94\ub860 \uc5d4\uc9c4\uc744 \uc120\ud0dd\ud560\uc9c0, \ubaa8\ub378\uc744 \uc5b4\ub5bb\uac8c \uc800\uc7a5\ud560\uc9c0\ubfd0\ub9cc \uc544\ub2c8\ub77c Hugging Face\uc758 \ubaa8\ub378 \ub77c\uc774\uc120\uc2a4\uc640 Token\ub3c4 \ubc30\ud3ec \uacfc\uc815\uc5d0\uc11c \uc7a5\uc560\ubb3c\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">INFINITIX \uc758 <a href=\"https:\/\/ai-stack.ai\/ko\">AI-Stack<\/a> \ud50c\ub7ab\ud3fc\uc740 \uae30\uc5c5\uc774 GPU \ucef4\ud4e8\ud305 \uc790\uc6d0\uc744 \ud1b5\ud569\uc801\uc73c\ub85c \uc2a4\ucf00\uc904\ub9c1\ud558\uace0 AI \uc778\ud504\ub77c\ub97c \uad00\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uadf8\uc911 \ube60\ub978 \ucee8\ud14c\uc774\ub108 \uc11c\ube44\uc2a4(RCS) \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud558\uba74 \ud658\uacbd\uc744 \ub2e4\uc2dc \uad6c\ucd95\ud560 \ud544\uc694 \uc5c6\uc774 \ubaa8\ub378\uacfc \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc11c\ube44\uc2a4\ub97c \ube60\ub974\uac8c \ubc30\ud3ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uae00\uc5d0\uc11c\ub294 AI-Stack\uc5d0\uc11c RCS \uae30\ub2a5\uacfc vLLM\uc744 \uc0ac\uc6a9\ud574 google\/gemma-3-1b-it \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\ub294 \ubc29\ubc95\uc744 \ub2e8\uacc4\ubcc4\ub85c \ubcf4\uc5ec\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c <a href=\"https:\/\/huggingface.co\/\" data-type=\"link\" data-id=\"https:\/\/huggingface.co\/\" target=\"_blank\" rel=\"noopener\">Hugging Face<\/a>\uc758 \uc81c\ud55c \ubaa8\ub378(Gated model)\uc744 \uc0ac\uc6a9\ud560 \ub54c \ub77c\uc774\uc120\uc2a4 \uc2b9\uc778\uacfc Token \uc124\uc815\uc744 \uc644\ub8cc\ud558\ub294 \ubc29\ubc95\ub3c4 \uc2e4\uc81c\ub85c \ubcf4\uc5ec\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\uc2e4\uc2b5: RCS\ub85c vLLM\uc744 \ubc30\ud3ec\ud558\uc5ec Gemma-3-1B \uc2e4\ud589\ud558\uae30\u00a0<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\uad00\ub9ac\uc790 \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uc2a4\ud1a0\ub9ac\uc9c0 \ud074\ub7ec\uc2a4\ud130 \uc124\uc815\ud558\uae30<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uba3c\uc800 \ubc30\ud3ec\ud560 \ub54c\ub9c8\ub2e4 \ubaa8\ub378\uc744 \ubc18\ubcf5\ud574\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc9c0 \uc54a\ub3c4\ub85d \ubaa8\ub378 \ud30c\uc77c\uc744 \uc800\uc7a5\ud560 \uc2a4\ud1a0\ub9ac\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub97c \uad6c\uc131\ud574\uc57c \ud569\ub2c8\ub2e4. AI-Stack \uad00\ub9ac\uc790 \ud50c\ub7ab\ud3fc\uc5d0 \ub85c\uadf8\uc778\ud55c \ud6c4 [\uc124\uc815] > [\uc2a4\ud1a0\ub9ac\uc9c0 \ud074\ub7ec\uc2a4\ud130] > [\uc2a4\ud1a0\ub9ac\uc9c0 \ud074\ub7ec\uc2a4\ud130 \uad00\ub9ac] \ud398\uc774\uc9c0\ub85c \uc774\ub3d9\ud558\uc5ec \uc2a4\ud1a0\ub9ac\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub97c \uc0c8\ub85c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"542\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/61d8f636.png?resize=1024%2C542&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15020\" style=\"aspect-ratio:1.8871473354231976\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"1024\" height=\"207\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/d8d2f1f4.png?resize=1024%2C207&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15004\" style=\"aspect-ratio:4.975206611570248\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc2a4\ud1a0\ub9ac\uc9c0 \ud074\ub7ec\uc2a4\ud130\ub97c \uc0dd\uc131\ud55c \ud6c4 \uc0c1\ud0dc\uac00 \u2018\ud65c\uc131\ud654\u2019\ub85c \ud45c\uc2dc\ub418\ub294\uc9c0 \ud655\uc778\ud569\ub2c8\ub2e4. \uadf8\ub7ec\uba74 \ud574\ub2f9 \uc2a4\ud1a0\ub9ac\uc9c0 \ud074\ub7ec\uc2a4\ud130\uc5d0 \uc2a4\ud1a0\ub9ac\uc9c0 \uacf5\uac04\uc744 \uc0dd\uc131\ud558\uc5ec \uc774\ud6c4 vLLM \ubc30\ud3ec \uc2dc \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc73c\ub85c AI-Stack \uc0ac\uc6a9\uc790 \ud50c\ub7ab\ud3fc\uc5d0 \ub85c\uadf8\uc778\ud569\ub2c8\ub2e4. \uc67c\ucabd \uba54\ub274\uc5d0\uc11c \u2018\uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\u2019 &gt; \u2018\ud504\ub85c\uc81d\ud2b8 \ubaa9\ub85d\u2019\uc73c\ub85c \uc774\ub3d9\ud55c \ud6c4 \ubaa8\ub378 \ubc30\ud3ec\uc5d0 \uc0ac\uc6a9\ud560 \ud504\ub85c\uc81d\ud2b8\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4. \uc774 \uc608\uc2dc\uc5d0\uc11c\ub294 Project 1\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"837\" height=\"697\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/e1d73400.png?resize=837%2C697&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15014\" style=\"aspect-ratio:1.2015968063872255\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">RCS \ucee8\ud14c\uc774\ub108 \uc0dd\uc131\ud558\uae30<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\uc81c \u2018\ube60\ub978 \ucee8\ud14c\uc774\ub108 \uc11c\ube44\uc2a4\u2019 > \u2018\uc560\ud50c\ub9ac\ucf00\uc774\uc158 \ubc30\ud3ec\u2019\ub85c \uc774\ub3d9\ud558\uc5ec \ub2e4\uc74c \ud56d\ubaa9\uc744 \uc124\uc815\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u2018\uc774\ub984\u2019: \uc0ac\uc6a9\uc790\uac00 \uc9c1\uc811 \uc9c0\uc815\ud569\ub2c8\ub2e4. \uc774 \uc608\uc2dc\uc5d0\uc11c\ub294 demo\ub97c \uc785\ub825\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\u2018\uc774\uc804 \ubc84\uc804 \uae30\ub85d \uc0c1\ud55c\u2019: \ub098\uc911\uc5d0 \ud544\uc694\ud560 \ub54c \ubcf5\uc6d0\ud560 \uc218 \uc788\ub3c4\ub85d \ubcf4\uad00\ud560 \ubc84\uc804 \uc218\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\u2018\ucee8\ud14c\uc774\ub108 \uc138\ud2b8 \uc218\u2019: \uc678\ubd80\uc5d0 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\uae30 \uc704\ud574 \ub3d9\uc2dc\uc5d0 \uc2e4\ud589\ud560 \ucee8\ud14c\uc774\ub108 \ubcf5\uc81c\ubcf8 \uc218\ub97c \uc124\uc815\ud569\ub2c8\ub2e4. \uc218\ub7c9\uc774 \ub9ce\uc744\uc218\ub85d \ub354 \ub9ce\uc740 \ub3d9\uc2dc \uc694\uccad\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88\uc5d0\ub294 \uae30\ub2a5 \uc2dc\uc5f0\uc774\ubbc0\ub85c 1\ub85c \uc124\uc815\ud558\uba74 \ub429\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\uc124\uc815\uc744 \uc644\ub8cc\ud55c \ud6c4 \u2018\ucee8\ud14c\uc774\ub108 \ucd94\uac00\u2019\ub97c \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/6122f50e.png?resize=1024%2C585&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15012\" style=\"aspect-ratio:1.75\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\uc81c \ucee8\ud14c\uc774\ub108\ub97c \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. [\ucee8\ud14c\uc774\ub108 \ucd94\uac00]\ub97c \ud074\ub9ad\ud558\uace0 [\uc774\ub984]\uc744 \uc9c0\uc815\ud55c \ud6c4 [\uc774\ubbf8\uc9c0\ub97c \uc120\ud0dd\ud558\uc138\uc694]\ub97c \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"823\" height=\"362\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/1db005df.png?resize=823%2C362&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15008\" style=\"aspect-ratio:2.2803030303030303\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ubbf8\uc9c0 \uc120\ud0dd \ud398\uc774\uc9c0\uc5d0\uc11c \u2018\uc218\ub3d9 \ub2e4\uc6b4\ub85c\ub4dc\u2019\ub97c \uc120\ud0dd\ud558\uace0 \u2018\uc774\ubbf8\uc9c0 \uacbd\ub85c\u2019\uc5d0 vLLM \uacf5\uc2dd \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\ud569\ub2c8\ub2e4. \uc774 \uc608\uc2dc\uc5d0\uc11c\ub294 \ub2e4\uc74c \uc774\ubbf8\uc9c0\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<br>vllm\/vllm-openai:v0.26.0-cu129-ubuntu2404<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"792\" height=\"442\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/a72df878.png?resize=792%2C442&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15024\" style=\"aspect-ratio:1.7916666666666667\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\ubbf8\uc9c0\ub97c \uc120\ud0dd\ud55c \ud6c4 \ucee8\ud14c\uc774\ub108 \ucd94\uac00 \uc124\uc815 \ud398\uc774\uc9c0\ub85c \ub3cc\uc544\uac11\ub2c8\ub2e4.<br>\ub2e4\uc74c\uc73c\ub85c \ucee8\ud14c\uc774\ub108\uc758 \uae30\ubcf8 \ub9ac\uc18c\uc2a4\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<br><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u2018\uc0ac\uc591\u2019: \ubaa8\ub378 \ud06c\uae30\uc5d0 \ub530\ub77c \uc801\uc808\ud55c GPU \ub9ac\uc18c\uc2a4\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4. \uba3c\uc800 \ubaa8\ub378 \uc790\uccb4\uc5d0 \ud544\uc694\ud55c GPU \uba54\ubaa8\ub9ac\ub97c \ucd94\uc0b0\ud55c \ud6c4 vLLM \uc5f0\uc0b0\uc5d0 \uc0ac\uc6a9\ud560 \uacf5\uac04\uc744 \ucd94\uac00\ub85c \ud655\ubcf4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ubaa8\ub378\uc5d0 \uc57d 6GB\uc758 GPU \uba54\ubaa8\ub9ac\uac00 \ud544\uc694\ud55c \uacbd\uc6b0, \uc77c\uc815\ud55c \uc5ec\uc720 \uacf5\uac04\uc744 \ud655\ubcf4\ud558\uae30 \uc704\ud574 8~9GB GPU \uc0ac\uc591\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>\u2018\ud3ec\ud2b8\u2019: \uae30\ubcf8 \ud3ec\ud2b8 \ubc88\ud638\uc778 8000\uc744 \uc785\ub825\ud569\ub2c8\ub2e4. vLLM\uc740 \uae30\ubcf8\uc801\uc73c\ub85c \uc774 \ud3ec\ud2b8\ub97c \ud1b5\ud574 API \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"817\" height=\"92\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/67dc51d5.png?resize=817%2C92&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15028\" style=\"aspect-ratio:8.852941176470589\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Hugging Face \ubaa8\ub378 \uc811\uadfc \uad8c\ud55c \uc5bb\uae30<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc740 \uc774\ubc88 \ubc30\ud3ec\uc5d0\uc11c \ube44\uad50\uc801 \ud2b9\ubcc4\ud55c \ubd80\ubd84\uc785\ub2c8\ub2e4. gemma-3-1b-it\uc740 \uc81c\ud55c \ubaa8\ub378\uc774\ubbc0\ub85c \uba3c\uc800 \ubaa8\ub378 \uc811\uadfc \uad8c\ud55c\uc744 \uc5bb\uc5b4\uc57c \ud569\ub2c8\ub2e4. Hugging Face \uacc4\uc815\uc5d0 \ub85c\uadf8\uc778\ud55c \ud6c4 \uc0c8 \ud0ed\uc744 \uc5f4\uc5b4 \ubc30\ud3ec\ud558\ub824\ub294 \ubaa8\ub378 \ud398\uc774\uc9c0\ub85c \uc774\ub3d9\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 <a href=\"http:\/\/huggingface.co\/google\/gemma-3-1b-it\" target=\"_blank\" rel=\"noopener\">huggingface.co\/google\/gemma-3-1b-it<\/a>\uc744 \uc0ac\uc6a9\ud558\uba70, \u2018Acknowledge license\u2019\ub97c \ud074\ub9ad\ud558\uc5ec \ub77c\uc774\uc120\uc2a4 \uc2b9\uc778\uc744 \uc644\ub8cc\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \ub2e8\uacc4\ub294 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ubaa8\ub378 \ub77c\uc774\uc120\uc2a4 \uc2b9\uc778\uc744 \uc644\ub8cc\ud574\uc57c\ub9cc \uacc4\uc815\uc5d0 \ud574\ub2f9 \ubaa8\ub378\uc758 \uc811\uadfc \uad8c\ud55c\uc774 \ubd80\uc5ec\ub418\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"386\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/0200c6f0.png?resize=1024%2C386&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15032\" style=\"aspect-ratio:2.6519823788546257\"\/><figcaption class=\"wp-element-caption\">(\uadf8\ub9bc 1: \uc8fc\uc18c\ucc3d\uc5d0 \uc6d0\ud558\ub294 \ubaa8\ub378\uc758 URL \uc785\ub825)<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"807\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/fcef554c.png?resize=1024%2C807&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15036\" style=\"aspect-ratio:1.2673684210526315\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ubaa8\ub378 \uc811\uadfc \uad8c\ud55c\uc744 \uc5bb\uc740 \ud6c4\uc5d0\ub294 Hugging Face Token\uc744 \uc0dd\uc131\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ud6c4 \uc0dd\uc131\ud560 vLLM \ucee8\ud14c\uc774\ub108\ub294 \uc774 Token\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2e0\uc6d0\uc744 \uc778\uc99d\ud558\uace0 \ubaa8\ub378\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. (<a href=\"https:\/\/huggingface.co\/settings\/tokens\" target=\"_blank\" rel=\"noopener\">https:\/\/huggingface.co\/settings\/tokens<\/a> \ud398\uc774\uc9c0\ub85c \uc774\ub3d9\ud55c \ud6c4) \u2018Create new token\u2019\uc744 \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"455\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/7b47ef11.png?resize=1024%2C455&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15040\" style=\"aspect-ratio:2.246268656716418\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Token\uc744 \uc0dd\uc131\ud560 \ub54c\ub294 \uc8fc\ub85c \ub2e4\uc74c \ub450 \ud56d\ubaa9\uc744 \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Token name: \uc0ac\uc6a9\uc790\uac00 \uc9c1\uc811 \uc9c0\uc815\ud569\ub2c8\ub2e4. \uc774 \uc608\uc2dc\uc5d0\uc11c\ub294 demo\ub97c \uc785\ub825\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li>Token Type: vLLM\uc774 \ubaa8\ub378\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\ub294 \uc6a9\ub3c4\ub85c\ub9cc \uc0ac\uc6a9\ud55c\ub2e4\uba74 Read\ub97c \uc120\ud0dd\ud558\uba74 \ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\uc124\uc815\uc744 \uc644\ub8cc\ud55c \ud6c4 \u2018Create Token\u2019\uc744 \ud074\ub9ad\ud558\uba74 \uc2dc\uc2a4\ud15c\uc5d0\uc11c hf_\ub85c \uc2dc\uc791\ud558\ub294 Token \ubb38\uc790\uc5f4\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"566\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/695f2e0e.png?resize=1024%2C566&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15044\" style=\"aspect-ratio:1.8078078078078077\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc5ec\uae30\uc11c \ud2b9\ubcc4\ud788 \uc8fc\uc758\ud574\uc57c \ud560 \uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. Token\uc758 \uc804\uccb4 \ub0b4\uc6a9\uc740 \uc0dd\uc131\ud560 \ub54c \ub2e8 \ud55c \ubc88\ub9cc \ud45c\uc2dc\ub429\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc774 \ub2e8\uacc4\uc5d0\uc11c \ubc18\ub4dc\uc2dc \uc606\uc5d0 \uc788\ub294 \ubcf5\uc0ac \ubc84\ud2bc\uc744 \uc989\uc2dc \ud074\ub9ad\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"892\" height=\"496\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/fddec8a9.png?resize=892%2C496&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15048\" style=\"aspect-ratio:1.7970149253731342\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Token \ubcf5\uc0ac\ub97c \uc644\ub8cc\ud55c \ud6c4 AI-Stack\uc758 \ucee8\ud14c\uc774\ub108 \uc124\uc815 \ud398\uc774\uc9c0\ub85c \ub3cc\uc544\uac00 \u2018\ud658\uacbd \ubcc0\uc218\u2019\ub97c \ucc3e\uc740 \ub2e4\uc74c \ud658\uacbd \ubcc0\uc218\ub97c \ud558\ub098 \ucd94\uac00\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Key: HF_TOKEN(Hugging Face \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \uae30\ubcf8\uc801\uc73c\ub85c \uc77d\ub294 \ud658\uacbd \ubcc0\uc218 \uc774\ub984)<\/li>\n\n\n\n<li>Value: \uc55e\uc5d0\uc11c \ubcf5\uc0ac\ud55c hf_\ub85c \uc2dc\uc791\ud558\ub294 Token\uc744 \ubd99\uc5ec \ub123\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"820\" height=\"82\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/ac2c4d19.png?resize=820%2C82&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15049\" style=\"aspect-ratio:10.033333333333333\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\ubaa8\ub378 \uc2a4\ud1a0\ub9ac\uc9c0 \uacf5\uac04 \ub9c8\uc6b4\ud2b8\ud558\uae30<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc73c\ub85c \u2018\ub9c8\uc6b4\ud2b8\u2019 > \u2018\ubcfc\ub968 \ub9c8\uc6b4\ud2b8\u2019\ub97c \ud074\ub9ad\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"224\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/b78f54cb.png?resize=1024%2C224&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15056\" style=\"aspect-ratio:4.5606060606060606\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc55e\uc5d0\uc11c \uc0dd\uc131\ud55c \uc2a4\ud1a0\ub9ac\uc9c0 \ubcfc\ub968\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4. \u2018\ub9c8\uc6b4\ud2b8 \uacbd\ub85c\u2019\uc5d0\ub294 \ub2e4\uc74c\uc744 \uc785\ub825\ud569\ub2c8\ub2e4.<br>\/root\/.cache\/huggingface<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"459\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/bb7d99ff.png?resize=1024%2C459&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15060\" style=\"aspect-ratio:2.2379182156133828\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Hugging Face\uc758 \uce90\uc2dc \ub514\ub809\ud130\ub9ac\ub97c \uc2a4\ud1a0\ub9ac\uc9c0 \uacf5\uac04\uc5d0 \ub9c8\uc6b4\ud2b8\ud558\uba74 \ub2e4\uc6b4\ub85c\ub4dc\ud55c \ubaa8\ub378\uc744 \ubcf4\uad00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ud6c4 \ucee8\ud14c\uc774\ub108\ub97c \ub2e4\uc2dc \uc0dd\uc131\ud558\uac70\ub098 \uc2e4\ud589\ud560 \ub54c\ub9c8\ub2e4 \ubaa8\ub378\uc744 \ub2e4\uc2dc \ub2e4\uc6b4\ub85c\ub4dc\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">vLLM \uc2e4\ud589 \uba85\ub839 \uc124\uc815\ud558\uae30<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc73c\ub85c \ucee8\ud14c\uc774\ub108 \ucd94\uac00 \ud398\uc774\uc9c0\ub85c \ub3cc\uc544\uac00 \u2018\uc2e4\ud589 \uba85\ub839\u2019\uc744 \ucc3e\uc740 \ud6c4 \ub2e4\uc74c\uc744 \uc785\ub825\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>vllm serve --model google\/gemma-3-1b-it --served-model-name gemma3-1b --gpu-memory-utilization 0.7 --enforce-eager<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \uba85\ub839\uc740 vLLM\uc744 \uc2e4\ud589\ud558\uace0 \uc9c0\uc815\ub41c \ubaa8\ub378\uc744 \ubd88\ub7ec\uc635\ub2c8\ub2e4. \uac01 \ud56d\ubaa9\uc758 \uc758\ubbf8\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>&#8211;model google\/gemma-3-1b-it: &#8211;model\uc740 \ubd88\ub7ec\uc62c \ubaa8\ub378\uc744 \uc9c0\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ud558\uba70, \ub4a4\uc758 google\/gemma-3-1b-it\uc740 Hugging Face\uc5d0 \ub4f1\ub85d\ub41c \ubaa8\ub378 \uc774\ub984\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li>&#8211;served-model-name gemma3-1b: API\uc5d0\uc11c \uc678\ubd80\uc5d0 \uc81c\uacf5\ud560 \ubaa8\ub378 \uc774\ub984\uc744 \uc124\uc815\ud569\ub2c8\ub2e4. \uc774\ud6c4 API\ub97c \ud638\ucd9c\ud560 \ub54c gemma3-1b\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n\n\n\n<li>&#8211;gpu-memory-utilization 0.95: vLLM\uc774 \uc0ac\uc6a9\ud560 GPU \uba54\ubaa8\ub9ac \ube44\uc728\uc744 \uc124\uc815\ud569\ub2c8\ub2e4. \uc774 \uc608\uc2dc\uc5d0\uc11c\ub294 95%\ub85c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"756\" height=\"95\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/a6282cd6.png?resize=756%2C95&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15064\" style=\"aspect-ratio:7.921052631578948\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\uacf5\uc720 \uba54\ubaa8\ub9ac \uc124\uc815\ud558\uae30<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ub2e4\uc74c\uc73c\ub85c [\uacf5\uc720 \uba54\ubaa8\ub9ac] \ud56d\ubaa9\uc5d0\uc11c \ubaa8\ub378\uacfc \ucd94\ub860 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \uacf5\uc720 \uba54\ubaa8\ub9ac\ub97c \ud65c\uc131\ud654\ud560\uc9c0 \uacb0\uc815\ud569\ub2c8\ub2e4. \uc774 \uc608\uc2dc\uc5d0\uc11c \uc0ac\uc6a9\ud558\ub294 google\/gemma-3-1b-it \ubaa8\ub378\uc740 \ube44\uad50\uc801 \uc791\uc73c\ubbc0\ub85c \ubcc4\ub3c4\ub85c \uad6c\uc131\ud560 \ud544\uc694\uac00 \uc5c6\uc2b5\ub2c8\ub2e4. \ub354 \ud070 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \uacbd\uc6b0 \uc2e4\uc81c \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ub298\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"276\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/331fe753.png?resize=768%2C276&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15068\" style=\"aspect-ratio:2.787037037037037\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc704\uc758 \uc124\uc815\uc744 \ubaa8\ub450 \uc644\ub8cc\ud55c \ud6c4 \uc624\ub978\ucabd\uc758 \u2018\ubc30\ud3ec\u2019 \ubc84\ud2bc\uc744 \ud074\ub9ad\ud558\uba74 vLLM \ucee8\ud14c\uc774\ub108\uac00 \uc815\uc2dd\uc73c\ub85c \uc2e4\ud589\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"586\" height=\"532\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/109b0563.png?resize=586%2C532&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15072\" style=\"aspect-ratio:1.1038062283737025;width:407px;height:auto\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">vLLM\uc774 \uc131\uacf5\uc801\uc73c\ub85c \uc2e4\ud589\ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud558\uae30<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\ubc30\ud3ec\ub97c \uc644\ub8cc\ud55c \ud6c4 \uc67c\ucabd\uc758 \u2018Pod\u2019 \uba54\ub274\ub97c \ud074\ub9ad\ud558\uace0 \uc0c1\ud0dc\uac00 Running\uc73c\ub85c \ubcc0\uacbd\ub420 \ub54c\uae4c\uc9c0 \uae30\ub2e4\ub9bd\ub2c8\ub2e4. Pod\uac00 \uc815\uc0c1\uc801\uc73c\ub85c \uc2e4\ud589\ub418\uba74 \ud574\ub2f9 Pod\ub97c \uc120\ud0dd\ud558\uace0 \u2018\ucee8\ud14c\uc774\ub108\u2019\ub97c \uc120\ud0dd\ud55c \ub2e4\uc74c, \ud574\ub2f9 \ucee8\ud14c\uc774\ub108\ub97c \uc120\ud0dd\ud558\uace0 \u2018\ub85c\uadf8\u2019\ub97c \ud074\ub9ad\ud569\ub2c8\ub2e4.<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"482\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/a9af9936.png?resize=1024%2C482&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15076\" style=\"aspect-ratio:2.127208480565371\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ub85c\uadf8 \ud654\uba74\uc5d0\uc11c vLLM \ucee8\ud14c\uc774\ub108\uc758 \ud604\uc7ac \uc2e4\ud589 \uc0c1\ud0dc\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub85c\uadf8 \ub0b4\uc6a9\uc744 \uacc4\uc18d \uc0c8\ub85c \uace0\uce68\ud558\ub2e4\uac00 \ub2e4\uc74c \ubb38\uad6c\uac00 \ud45c\uc2dc\ub418\uba74 \ub429\ub2c8\ub2e4. Application startup complete.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774 \ubb38\uad6c\uac00 \ud45c\uc2dc\ub418\uba74 vLLM\uc774 \uc131\uacf5\uc801\uc73c\ub85c \uc2e4\ud589\ub418\uc5c8\uace0 \ubaa8\ub378 \ub85c\ub529\ub3c4 \uc644\ub8cc\ub418\uc5c8\ub2e4\ub294 \uc758\ubbf8\uc785\ub2c8\ub2e4. \uc774\uc81c API\uac00 \uc815\uc0c1\uc801\uc73c\ub85c \ucd94\ub860 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294\uc9c0 \ucd94\uac00\ub85c \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"912\" height=\"628\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/b6b5bae0.png?resize=912%2C628&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15088\" style=\"aspect-ratio:1.4552058111380146;width:700px;height:auto\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\uc11c\ube44\uc2a4 \uc124\uc815<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">vLLM \ucee8\ud14c\uc774\ub108\uac00 \uc131\uacf5\uc801\uc73c\ub85c \uc2e4\ud589\ub41c \ud6c4\uc5d0\ub294 \ub2e4\ub978 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ud574\ub2f9 \ubaa8\ub378\uc744 \ud638\ucd9c\ud560 \uc218 \uc788\ub3c4\ub85d \uc678\ubd80\uc5d0 \uc11c\ube44\uc2a4 \ud3ec\ud2b8\ub97c \uac1c\ubc29\ud574\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc73c\ub85c <strong>\u300c\uc11c\ube44\uc2a4\u300d<\/strong> \uae30\ub2a5\uc5d0\uc11c \uc678\ubd80\uc5d0\uc11c \uc811\uadfc\ud560 \uc218 \uc788\ub294 <strong>API Endpoint<\/strong>\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u300c\uc11c\ube44\uc2a4\u300d<\/strong> \ud398\uc774\uc9c0\ub85c \uc774\ub3d9\ud558\uc5ec \u201c\uc11c\ube44\uc2a4 \ucd94\uac00\u201d\ub97c \ud074\ub9ad\ud55c \ud6c4, \ub2e4\uc74c \ud56d\ubaa9\uc744 \uc21c\uc11c\ub300\ub85c \uc124\uc815\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u300c\uc774\ub984\u300d<\/strong>: \uc790\uc720\ub86d\uac8c \uc9c0\uc815\ud560 \uc218 \uc788\uc73c\uba70, \ud5a5\ud6c4 \uad00\ub9ac \ubc0f \uc2dd\ubcc4\uc774 \uc27d\ub3c4\ub85d \uc55e\uc11c \ubc30\ud3ec\ud55c \ucee8\ud14c\uc774\ub108 \uc774\ub984\uacfc \ub3d9\uc77c\ud558\uac8c \uc124\uc815\ud558\ub294 \uac83\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\u300c\uc720\ud615\u300d<\/strong>: <strong>NodePort<\/strong>\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\u300cPort\u300d<\/strong>: <strong>8000<\/strong>\uc744 \uc785\ub825\ud569\ub2c8\ub2e4. \uc774\ub294 vLLM\uc774 \uae30\ubcf8\uc801\uc73c\ub85c API \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud558\ub294 Port\uc785\ub2c8\ub2e4.<\/li>\n\n\n\n<li><strong>\u300c\ud504\ub85c\ud1a0\ucf5c\u300d<\/strong>: <strong>TCP<\/strong>\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\uc124\uc815\uc744 \uc644\ub8cc\ud55c \ud6c4 \u201d\ucd94\uac00\u201c\ub97c \ud074\ub9ad\ud558\uba74 \uc11c\ube44\uc2a4 \uc0dd\uc131\uc774 \uc644\ub8cc\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"470\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/1d1552f8.png?resize=1024%2C470&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15080\" style=\"aspect-ratio:2.181159420289855\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\ucd94\uac00\uac00 \uc644\ub8cc\ub418\uba74 \ud574\ub2f9 \uc11c\ube44\uc2a4\ub97c \ud074\ub9ad\ud558\uc5ec \uc5f0\uacb0\ub41c Endpoint \uc8fc\uc18c\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc8fc\uc18c\ub97c \ubcf5\uc0ac\ud558\uc5ec Agent \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uacfc \uc5f0\ub3d9\ud558\uba74, Gemma-3-1B \ubaa8\ub378\uc744 \uc678\ubd80\uc5d0\uc11c \ud638\ucd9c\ud558\uc5ec \ucd94\ub860 \uc11c\ube44\uc2a4\ub97c \uc774\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4!<br><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"472\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/862d0458.png?resize=1024%2C472&#038;quality=100&#038;ct=202603031250&#038;ssl=1\" alt=\"\" class=\"wp-image-15084\" style=\"aspect-ratio:2.1732851985559565\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\uc774\uc0c1\uc73c\ub85c AI-Stack\uc5d0\uc11c RCS\ub97c \ud1b5\ud574 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\ub294 \uacfc\uc815\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc774\ubc88\uc5d0\ub294 vLLM \ucee8\ud14c\uc774\ub108\ub97c \uc0dd\uc131\ud558\uace0 GPU\uc640 \uc2a4\ud1a0\ub9ac\uc9c0 \uacf5\uac04\uc744 \uad6c\uc131\ud558\ub294 \ubc29\ubc95\ubfd0\ub9cc \uc544\ub2c8\ub77c Gated model\uc758 \ubaa8\ub378 \ub77c\uc774\uc120\uc2a4 \uc2b9\uc778\uacfc Token \uc124\uc815\ub3c4 \uc2e4\uc81c\ub85c \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. AI-Stack\uc758 RCS\ub97c \ud65c\uc6a9\ud558\uba74 \uac1c\ubc1c\uc790\ub294 \ud544\uc694\ud55c LLM \ubaa8\ub378\uc744 \ub354\uc6b1 \uc720\uc5f0\ud558\uac8c \ubc30\ud3ec\ud558\uace0 \uc804\uc6a9 AI \ucd94\ub860 \uc11c\ube44\uc2a4\ub97c \ube60\ub974\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc774 \uae00\uc5d0\uc11c\ub294 AI-Stack\uc5d0\uc11c RCS \uae30\ub2a5\uacfc vLLM\uc744 \uc0ac\uc6a9\ud574 google\/gemma-3-1b-it \uc5b8\uc5b4 \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\ub294 \ubc29\ubc95\uc744 \ub2e8\uacc4\ubcc4\ub85c \ubcf4\uc5ec\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c Hugging Face\uc758 \uc81c\ud55c \ubaa8\ub378(Gated model)\uc744 \uc0ac\uc6a9\ud560 \ub54c \ub77c\uc774\uc120\uc2a4 \uc2b9\uc778\uacfc Token \uc124\uc815\uc744 \uc644\ub8cc\ud558\ub294 \ubc29\ubc95\ub3c4 \uc2e4\uc81c\ub85c \ubcf4\uc5ec\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"author":253372381,"featured_media":15239,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[96988277],"tags":[96989052],"class_list":["post-15232","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technical-support","tag-rcs"],"blocksy_meta":[],"acf":[],"jetpack_shortlink":"https:\/\/wp.me\/ph344V-3XG","jetpack_sharing_enabled":true,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/09\/e80af8b9-1.jpg?fit=1920%2C1080&quality=100&ct=202603031250&ssl=1","_links":{"self":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/15232","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/users\/253372381"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/comments?post=15232"}],"version-history":[{"count":1,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/15232\/revisions"}],"predecessor-version":[{"id":15243,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/posts\/15232\/revisions\/15243"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/media\/15239"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/media?parent=15232"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/categories?post=15232"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/ko\/wp-json\/wp\/v2\/tags?post=15232"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}