{"id":93317,"date":"2025-09-17T14:34:47","date_gmt":"2025-09-17T05:34:47","guid":{"rendered":"https:\/\/dev-rbln-kr.locomotion.co.kr\/?post_type=event&p=93317"},"modified":"2025-09-17T15:28:51","modified_gmt":"2025-09-17T06:28:51","slug":"the-first-vllm-meetup-in-korea","status":"publish","type":"event","link":"https:\/\/dev-rbln-kr.locomotion.co.kr\/?event=the-first-vllm-meetup-in-korea","title":{"rendered":"The First vLLM Meetup in Korea"},"content":{"rendered":"\n
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\ub9ac\ubca8\ub9ac\uc628(Rebellions)\uacfc \ub808\ub4dc\ud587(Rad Hat)\uc774 \uc8fc\ucd5c\ud558\uace0 \ud30c\uc774\ud1a0\uce58 \ucf54\ub9ac\uc544\uc640 \uc2a4\ud034\uc988\ube44\uce20(SqueezeBits)\uac00 \ud568\uaed8 \uae30\ud68d\ud55c \uc81c1\ud68c vLLM \ucee4\ubba4\ub2c8\ud2f0 \ubc0b\uc5c5 \ucf54\ub9ac\uc544 \ud589\uc0ac\uac00 2025\ub144 8\uc6d4 19\uc77c \uc11c\uc6b8\uc5d0\uc11c \uc5f4\ub838\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \ud589\uc0ac\ub294 350\uba85 \uc774\uc0c1\uc774 \ub4f1\ub85d\ud588\uace0, \ucc38\uac00\uc790 80% \uc774\uc0c1\uc774 \uc5c5\uacc4 \uc804\ubb38\uac00\uc600\uc2b5\ub2c8\ub2e4. \uc774 \uac00\uc6b4\ub370 \uc57d 80%\uac00 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc5d4\uc9c0\ub2c8\uc5b4\uc640 \uc5f0\uad6c\uc6d0\uc73c\ub85c, \uc2e4\ubb34\uc9c4\uc758 \ud070 \uad00\uc2ec\uc774 \ub450\ub4dc\ub7ec\uc84c\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774\ub294 \ud504\ub85c\ub355\uc158 \ud658\uacbd\uc5d0 AI\ub97c \ubcf8\uaca9\uc801\uc73c\ub85c \uc801\uc6a9\ud558\ub294 \uacf3\uc774 \ub298\uba74\uc11c \ucd94\ub860(Inference) \uc6cc\ud06c\ub85c\ub4dc \ucc98\ub9ac\uc758 \uc0ac\uc2e4\uc0c1 \ud45c\uc900 \ubaa8\ub378 \uc11c\ube59 \ud50c\ub7ab\ud3fc\uc73c\ub85c \uc790\ub9ac\uc7a1\uc740 vLLM\uc774 AI \uae30\uc220 \uc0dd\ud0dc\uacc4 \uc804\ubc18\uc5d0\uc11c \ube60\ub974\uac8c \ucc44\ud0dd\ub418\uace0 \uc788\ub294 \ud750\ub984\uacfc \ub9de\ub2ff\uc544 \uc788\uc2b5\ub2c8\ub2e4. \ucc38\uace0\ub85c \uae00\ub85c\ubc8c \ud074\ub77c\uc6b0\ub4dc \uc0ac\uc5c5\uc790\ubd80\ud130 MLOps\/LLMOps \ud50c\ub7ab\ud3fc \uae30\uc5c5\uacfc \ub808\ub4dc\ud587, IBM, \uc2a4\ub178\uc6b0\ud50c\ub808\uc774\ud06c \ub4f1 \uc5d4\ud130\ud504\ub77c\uc774\uc988 \uc194\ub8e8\uc158 \uae30\uc5c5\uae4c\uc9c0 vLLM\uc744 \uc790\uc0ac \uc11c\ube44\uc2a4\uc640 \uc81c\ud488\uc5d0 \ud1b5\ud569\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n

\uc0ac\uc2e4\uc0c1\uc758 \ud45c\uc900 \ubaa8\ub378 \uc11c\ube59 \ud50c\ub7ab\ud3fc<\/strong><\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\uccab \ubc88\uc9f8 \uc138\uc158\uc740 \ub808\ub4dc\ud587 \uc2dc\ub2c8\uc5b4 \uba38\uc2e0 \ub7ec\ub2dd \uc5d4\uc9c0\ub2c8\uc5b4\uc778 \ub2c8\ucf5c\ub85c \ub8e8\ucf00\uc2dc(Nicolo Lucchesi)\uac00 “vLLM\uc740 \uac00\uc7a5 \ube60\ub974\uace0 \uc0ac\uc6a9\ud558\uae30 \uc26c\uc6b4 \uc624\ud508 \uc18c\uc2a4 LLM \ucd94\ub860 \ubc0f \uc11c\ube59 \uc5d4\uc9c4\uc744 \uc9c0\ud5a5\ud55c\ub2e4”\ub294 \ud504\ub85c\uc81d\ud2b8 \uc18c\uac1c\ub85c \ubc1c\ud45c\ub97c \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub294 LLM \ucd94\ub860 \uc2dc \uac00\uc7a5 \ud070 \uc131\ub2a5 \ubcd1\ubaa9 \uc694\uc18c\uc778 KV \uce90\uc2dc \uba54\ubaa8\ub9ac \uad00\ub9ac \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 PagedAttention \uae30\uc220\uc744 \uc774\ud574\ud558\uae30 \uc27d\uac8c \uc18c\uac1c\ud588\uc2b5\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 \ud544\uc694\ud560 \ub54c\ub9cc \ubb3c\ub9ac \uba54\ubaa8\ub9ac\uc5d0 \ud560\ub2f9\ud558\uc5ec \uba54\ubaa8\ub9ac \ub0ad\ube44\ub97c \ucd5c\ub300 90%\uae4c\uc9c0 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n

vLLM\uc758 \ub610 \ub2e4\ub978 \ud575\uc2ec\uc73c\ub85c \uc2a4\ucf00\uc904\ub9c1 \uae30\uc220\uc778 \uc5f0\uc18d \ubc30\uce58(Continuous Batching)\ub97c \uaf3d\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc744 \uc801\uc6a9\ud558\uba74 AI \uac00\uc18d\uae30\ub97c \uc720\ud734 \uc2dc\uac04 \uc5c6\uc774 \ud56d\uc0c1 \ucd5c\ub300 \uc131\ub2a5\uc73c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud55c\ud3b8, \ub2c8\ucf5c\ub85c \ub8e8\ucf00\uc2dc\ub294 TPU \uad00\ub828\ud574 \ud604\uc7ac \uc9c4\ud589 \uc911\uc778 \uc791\uc5c5\uc744 \uacf5\uc720\ud558\uba70 \ud2b9\uc815 \ud558\ub4dc\uc6e8\uc5b4 \uc885\uc18d \uc5c6\uc774 \uace0\uc131\ub2a5 \ucd94\ub860 \uc11c\ube44\uc2a4\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub2e4\ub294 \uc0ac\uc2e4\ub3c4 \uc54c\ub838\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n

\uccab \ubc88\uc9f8 \uc138\uc158\uc774 \ucc38\uad00\uac1d\ub4e4\uc5d0\uac8c \uc804\ud55c \uba54\uc2dc\uc9c0\ub294 \ubd84\uba85\ud588\uc2b5\ub2c8\ub2e4. \uc774\uc81c AI \uac1c\ubc1c\uc790\ub4e4\uc740 \ubcf5\uc7a1\ud55c \uba54\ubaa8\ub9ac \uad00\ub9ac\ub098 \ud558\ub4dc\uc6e8\uc5b4 \ucd5c\uc801\ud654\ub97c \uace0\ubbfc\ud560 \ud544\uc694 \uc5c6\uc774 vLLM\uc73c\ub85c \uac04\ud3b8\ud558\uac8c \uace0\uc131\ub2a5, \uace0\ud6a8\uc728 LLM \uc11c\ube59 \ud658\uacbd\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. <\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\ub450 \ubc88\uc9f8 \uc138\uc158\uc740 \ub808\ub4dc\ud587 AI \ucd94\ub860 \uc11c\ubc84 \uc5d4\uc9c0\ub2c8\uc5b4\uc778 \ub2e4\ub2c8\uc5d8\ub808 \ud2b8\ub9ac\ud53c\ub85c(Daniele Trifir\u00f2)\uac00 vLLM \uc624\ud508 \uc18c\uc2a4 \ucee4\ubba4\ub2c8\ud2f0\uc5d0 \ub300\ud55c \uc18c\uac1c\uc640 \ud568\uaed8 \ud504\ub85c\uc81d\ud2b8 \uae30\uc5ec \ubc29\ubc95\uc744 \uc548\ub0b4\ud588\uc2b5\ub2c8\ub2e4. \uadf8\uac00 \uac15\uc870\ud55c \uac83\uc740 vLLM \ud504\ub85c\uc81d\ud2b8\uc758 \uc5ed\ub3d9\uc131\uc785\ub2c8\ub2e4. \ub4f1\uc7a5\ud55c \uc9c0 \uba87 \ub144 \ub418\uc9c0 \uc54a\uc740 \ud504\ub85c\uc81d\ud2b8\uac00 AI \uae30\uc220 \uc2a4\ud0dd\uc5d0\uc11c \ud575\uc2ec \uc704\uce58\uc5d0 \uc790\ub9ac\ub97c \uc7a1\uace0 \ucee4\ubba4\ub2c8\ud2f0\uc640 IT \uc5c5\uacc4\uc758 \uc804\ud3ed\uc801\uc778 \uc9c0\uc6d0\uc744 \ubc1b\ub294 \uac83\uc740 \ud754\ud788 \ubcfc \uc218 \uc788\ub294 \uc77c\uc774 \uc544\ub2d9\ub2c8\ub2e4. \ub2e4\ub2c8\uc5d8\ub808 \ud2b8\ub9ac\ud53c\ub85c\ub294 “vLLM\uc740 3\uc8fc\ub9c8\ub2e4 \uc0c8 \ubc84\uc804\uc774 \ub098\uc624\uace0 \ub9b4\ub9ac\uc2a4\ub9c8\ub2e4 \uc218\ub9cc \ub77c\uc778\uc758 \ucf54\ub4dc\uac00 \ubc14\ub00c\ub294 \ub9e4\uc6b0 \ud070 \ud504\ub85c\uc81d\ud2b8”\ub77c\uace0 \uc124\uba85\ud588\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n

AI \uac00\uc18d\uae30 \uc120\ud0dd\uc9c0 \ud655\uc7a5<\/strong><\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\uc138 \ubc88\uc9f8 \uc138\uc158\uc740 \ub9ac\ubca8\ub9ac\uc628\uc758 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc544\ud0a4\ud14d\ud2b8 \ucd1d\uad04\uc778 \uae40\ud64d\uc11d \ubc15\uc0ac\uac00 vLLM\uc774 \uc5b4\ub5bb\uac8c AI \uac00\uc18d\uae30 \uc2dc\uc7a5\uc758 \ud310\ub3c4\ub97c \ubc14\uafc0\uc9c0 \uadf8\ub9ac\uace0 \ub9ac\ubca8\ub9ac\uc628\uc758 NPU ATOM\u2122\uc744 vLLM \uc0dd\ud0dc\uacc4\uc5d0 \ud1b5\ud569\ud55c \uac83\uc774 \uc5b4\ub5a4 \uc758\ubbf8\ub97c \uac16\ub294\uc9c0 \uc124\uba85\ud588\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n

\uae40 \ubc15\uc0ac\ub294 vLLM\uc758 \ucd94\uad6c\ud558\ub294 \ud45c\uc900\ud654\ub41c \uc811\uadfc \ubc29\uc2dd\uc774 AI \uac00\uc18d\uae30 \uc2dc\uc7a5\uc758 \ud310\ub3c4\ub97c \ubc14\uafc0 \uac83\uc774\ub77c\uace0 \ub9d0\ud588\uc2b5\ub2c8\ub2e4. “vLLM\uc5d0 \uc775\uc219\ud55c \uc0ac\uc6a9\uc790\ub77c\uba74 \ub9ac\ubca8\ub9ac\uc628\uc758 NPU\uc640 NVIDIA\uc758 GPU\ub97c \uc0ac\uc6a9\ud560 \ub54c \ud070 \ucc28\uc774\ub97c \ub290\ub07c\uc9c0 \ubabb\ud560 \uac81\ub2c8\ub2e4. \uc774\ub7f0 \uccb4\uac10 \ud6a8\uacfc\uac00 \ub204\uc801\ub418\uba74 \uba87 \ub144 \ud6c4\uc5d0\ub294 \uc2dc\uc7a5 \ud310\ub3c4\uac00 \ub9ce\uc774 \ub2ec\ub77c\uc9c8 \uac83\uc73c\ub85c \uc870\uc2ec\uc2a4\ub7fd\uac8c \uc608\uc0c1\ud569\ub2c8\ub2e4.”\ub77c\uace0 \uc758\uacac\uc744 \ubc1d\ud614\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n

\ucd94\ub860 \uc6cc\ud06c\ub85c\ub4dc\ub294 NPU\uac00 \uc131\ub2a5, \uc804\ub825, \ube44\uc6a9 \ub4f1 \uc5ec\ub7ec \uba74\uc5d0\uc11c \uc720\ub9ac\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ub85c\uc6b0 \ub808\ubca8\uc5d0\uc11c \ud574\uc57c \ud558\ub294 \ucd5c\uc801\ud654 \uc791\uc5c5\uc5d0 \ub300\ud55c \ub9c9\uc5f0\ud55c \ubd80\ub2f4\uc774 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. vLLM\uc744 \ud65c\uc6a9\ud558\uba74 \ub85c\uc6b0 \ub808\ubca8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc774 \uc544\ub2c8\ub77c \uc11c\ube44\uc2a4\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad00\ub828\ud574 \uae40 \ubc15\uc0ac\ub294 vLLM\uc758 \ucd5c\uc801\ud654 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uba74 \ubcf5\uc7a1\ud558\uac8c \uc0ac\uc804 \uc791\uc5c5\uc744 \ud558\uc9c0 \uc54a\uc544\ub3c4 \ub9ac\ubca8\ub9ac\uc628\uc758 NPU\uc5d0\uc11c MoE(Mixture of Expert) \ubaa8\ub378\uc744 \ucd5c\uace0\uc758 \uc131\ub2a5\uc73c\ub85c \uc11c\ube59\ud560 \uc218 \uc788\ub2e4\uace0 \uc124\uba85\ud588\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n

vLLM\uc744 \ub354\uc6b1 \uac15\ub825\ud558\uac8c \ub9cc\ub4dc\ub294 \uc591\uc790\ud654<\/strong><\/h2>\n\n\n\n
\"\"<\/figure>\n\n\n\n

\ub9c8\uc9c0\ub9c9 \uc138\uc158\uc73c\ub85c \uae40\ud615\uc900 \uc2a4\ud034\uc988\ube44\uce20 \ub300\ud45c\ub294 LLM \ucd94\ub860\uc758 \ud544\uc218 \ucd5c\uc801\ud654 \uae30\ubc95\uc73c\ub85c \uc790\ub9ac \uc7a1\uc740 ‘\uc591\uc790\ud654(Quantization)’\ub97c \uc8fc\uc81c\ub85c \ubc1c\ud45c\ud588\uc2b5\ub2c8\ub2e4. \uc591\uc790\ud654\ub294 vLLM\uc758 \ud575\uc2ec \uae30\uc220\uc778 PagedAttention\uacfc \uacb0\ud569\ub420 \ub54c \ub354 \ub192\uc740 \ucc98\ub9ac\ub7c9, \ub354 \ube60\ub978 \uc751\ub2f5 \uc18d\ub3c4 \ub4f1\uc758 \uc2dc\ub108\uc9c0 \ud6a8\uacfc\ub97c \ub0c5\ub2c8\ub2e4. \uae40 \ub300\ud45c\ub294 vLLM\uc5d0\uc11c \uc591\uc790\ud654\ub97c \uc0ac\uc6a9\ud558\ub294 \ub450 \uac00\uc9c0 \ubc29\ubc95\uc744 \uc18c\uac1c\ud588\uc2b5\ub2c8\ub2e4. \uccab\uc9f8\ub294 \ud5c8\uae45\ud398\uc774\uc2a4 \uac19\uc740 \ubaa8\ub378 \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac\uc5d0 \uc774\ubbf8 \uc591\uc790\ud654\ub418\uc5b4 \uc62c\ub77c\uc628 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc774\uace0 \ub458\uc9f8\ub294 \uc9c1\uc811 \uc591\uc790\ud654\ub97c \uc218\ud589\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uadf8\ub294 \ud558\ub4dc\uc6e8\uc5b4\uc5d0 \ucd5c\uc801\ud654\ub41c \uc131\ub2a5\uc744 \ub0b4\ub824\uba74 \uc9c1\uc811 \uc591\uc790\ud654\ub97c \ud574\uc57c \ud55c\ub2e4\uba70 \uc624\ud508 \uc18c\uc2a4 \ub77c\uc774\ube0c\ub7ec\ub9ac ‘llm-compressor’\ub97c \uc18c\uac1c\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc774\uc6a9\ud558\ub294 \uacfc\uc815\uc740 \ubcf5\uc7a1\ud558\uc9c0\ub9cc AI \uac00\uc18d\uae30\uc758 \uc131\ub2a5\uacfc \ud6a8\uc728\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c \uc2a4\ud034\uc988\ube44\uce20\uac00 \uac1c\ubc1c\ud55c \uc624\ud508\uc18c\uc2a4 \ud234\ud0b7\uc778 Fits on Chips\ub97c \uc18c\uac1c\ud588\ub294\ub370, \uc774\ub294 \uc0ac\uc6a9\uc790\uac00 \uc591\uc790\ud654\ub41c \ubaa8\ub378\uc758 \ud488\uc9c8\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uba70, \ubaa8\ub378 \ucd5c\uc801\ud654\uc640 \ucd94\ub860 \uac00\uc18d\ud654\ub97c \ubaa8\ub450 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\ud5a5\ud6c4 \uacc4\ud68d <\/strong><\/h2>\n\n\n\n
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\uc774\ubc88 \ubc0b\uc5c5\uc744 \uc2dc\uc791\uc73c\ub85c \ud55c\uad6d\uc5d0\uc11c\ub3c4 \uc815\uae30\uc801\uc73c\ub85c vLLM \uad00\ub828 \ubaa8\uc784\uc774 \uc774\uc5b4\uc9c8 \uc608\uc815\uc785\ub2c8\ub2e4. \ub9ac\ubca8\ub9ac\uc628\uc740 \uc2a4\ud034\uc988\ube44\uce20, \ud30c\uc774\ud1a0\uce58 \ucf54\ub9ac\uc544, \ud30c\uc774\uc36c \ucf54\ub9ac\uc544\uc640 \ud568\uaed8 \uacc4\uc18d \ucee4\ubba4\ub2c8\ud2f0 \ud65c\uc131\ud654\ub97c \uc801\uadf9 \uc9c0\uc6d0\ud560 \uacc4\ud68d\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c vLLM\uc744 \uc8fc\uc81c\ub85c \ud55c \ud578\uc988\uc628 \uc6cc\ud06c\uc20d, \uac1c\ubc1c\uc790 \ubc0b\uc5c5, \uc18c\uadf8\ub8f9 \uc138\uc158 \ub4f1\uc744 \ud568\uaed8 \uc900\ube44\ud558\uba74\uc11c, \ub354 \ub9ce\uc740 \ubd84\ub4e4\uc774 \ucc38\uc5ec\ud558\uace0 \uad50\ub958\ud560 \uc218 \uc788\ub294 \uc7a5\uc744 \ub9cc\ub4e4\uc5b4\uac00\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

<\/p>\n\n\n\n

vLLM Blog \ubcf4\ub7ec\uac00\uae30 \u2192<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

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