{"id":15105,"date":"2026-09-14T16:27:20","date_gmt":"2026-09-14T08:27:20","guid":{"rendered":"https:\/\/ai-stack.ai\/rcs-vllm-deployment"},"modified":"2026-09-14T18:25:51","modified_gmt":"2026-09-14T10:25:51","slug":"rcs-vllm-deployment","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ja\/rcs-vllm-deployment","title":{"rendered":"AI-Stack\u306eRCS\u3067vLLM\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u30b5\u30fc\u30d3\u30b9\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b"},"content":{"rendered":"\n

LLM\u3092\u52d5\u304b\u3059\u306e\u306f\u3001\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u3060\u3051\u3067\u6e08\u3080\u306e\u3067\u3057\u3087\u3046\u304b\u3002\u7b54\u3048\u306f\u300c\u3044\u3044\u3048\u300d\u3067\u3059\u3002GPU\u30ea\u30bd\u30fc\u30b9\u306e\u5272\u308a\u5f53\u3066\u3001\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u306e\u9078\u5b9a\u3001\u30e2\u30c7\u30eb\u306e\u4fdd\u5b58\u65b9\u6cd5\u3001\u3055\u3089\u306b\u306fHugging Face\u306e\u30e2\u30c7\u30eb\u30e9\u30a4\u30bb\u30f3\u30b9\u3084\u30c8\u30fc\u30af\u30f3\u307e\u3067\u3001\u30c7\u30d7\u30ed\u30a4\u6642\u306e\u95a2\u9580\u306b\u306a\u308a\u5f97\u307e\u3059\u3002 <\/p>\n\n\n\n

INFINITIX\u306eAI-Stack<\/a>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u4f01\u696d\u306eGPU\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u4e00\u5143\u7684\u306a\u5272\u308a\u5f53\u3066\u3068AI\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u305d\u306e\u4e2d\u306e\u30e9\u30d4\u30c3\u30c9\u30b3\u30f3\u30c6\u30ca\u30b5\u30fc\u30d3\u30b9\uff08RCS\uff09\u6a5f\u80fd\u3092\u4f7f\u3048\u3070\u3001\u74b0\u5883\u3092\u4f5c\u308a\u76f4\u3059\u3053\u3068\u306a\u304f\u3001\u30e2\u30c7\u30eb\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9\u3092\u3059\u3070\u3084\u304f\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002\u00a0<\/p>\n\n\n\n

\u672c\u8a18\u4e8b\u3067\u306f\u3001AI-Stack\u4e0a\u3067RCS\u6a5f\u80fd\u3068vLLM\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001google\/gemma-3-1b-it \u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u624b\u9806\u3092\u4e00\u3064\u305a\u3064\u5b9f\u6f14\u3057\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u3001Hugging Face<\/a>\u306e\u30b2\u30fc\u30c8\u4ed8\u304d\u30e2\u30c7\u30eb\uff08Gated model\uff09\u306b\u906d\u9047\u3057\u305f\u3068\u304d\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u627f\u8a8d\u3068\u30c8\u30fc\u30af\u30f3\u8a2d\u5b9a\u3092\u3069\u306e\u3088\u3046\u306b\u884c\u3046\u304b\u3082\u5b9f\u969b\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u5b9f\u8df5\uff1aRCS\u3067vLLM\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u3001Gemma-3-1B\u3092\u52d5\u304b<\/h2>\n\n\n\n

\u7ba1\u7406\u8005\u30dd\u30fc\u30bf\u30eb\u3067\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9\u30bf\u3092\u8a2d\u5b9a<\/strong><\/h3>\n\n\n\n

\u307e\u305a\u3001\u30c7\u30d7\u30ed\u30a4\u306e\u305f\u3073\u306b\u30e2\u30c7\u30eb\u3092\u7e70\u308a\u8fd4\u3057\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u306a\u3044\u3088\u3046\u3001\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u3092\u4fdd\u5b58\u3059\u308b\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9\u30bf\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002AI-Stack\u306e\u7ba1\u7406\u8005\u30dd\u30fc\u30bf\u30eb\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001\uff3b\u8a2d\u5b9a\uff3d\uff1e\uff3b\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9\u30bf\u30fc\uff3d\uff1e\uff3b\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9\u30bf\u30fc\u7ba1\u7406\uff3d\u30da\u30fc\u30b8\u306b\u9032\u307f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u65b0\u898f\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

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

\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u4f5c\u6210\u3057\u305f\u3089\u3001\u30b9\u30c6\u30fc\u30bf\u30b9\u304c\u300c\u6709\u52b9\u300d\u3068\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u3053\u308c\u3067\u3001\u3053\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9\u30bf\u30fc\u4e0a\u306b\u30b9\u30c8\u30ec\u30fc\u30b8\u9818\u57df\u3092\u4f5c\u6210\u3057\u3001\u5f8c\u306evLLM\u30c7\u30d7\u30ed\u30a4\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u7d9a\u3044\u3066\u3001AI-Stack\u306e\u30e6\u30fc\u30b6\u30fc\u30dd\u30fc\u30bf\u30eb\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002\u5de6\u5074\u30e1\u30cb\u30e5\u30fc\u306e\u300c\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u300d\uff1e\u300c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u4e00\u89a7\u300d\u306b\u9032\u307f\u3001\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u672c\u4f8b\u3067\u306f Project 1 \u3092\u9078\u3073\u307e\u3059\u3002<\/p>\n\n\n\n

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

RCS\u30b3\u30f3\u30c6\u30ca\u306e\u4f5c\u6210<\/strong><\/h3>\n\n\n\n

\u6b21\u306b\u3001\u300cRCS\u300d\uff1e\u300c\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30c7\u30d7\u30ed\u30a4\u300d\u306b\u9032\u307f\u3001\u4ee5\u4e0b\u306e\u5185\u5bb9\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    \n
  1. \u300c\u540d\u79f0<\/strong>\u300d\uff1a\u4efb\u610f\u3067\u3059\u3002\u672c\u4f8b\u3067\u306f demo \u3068\u5165\u529b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
  2. \u300c\u30d0\u30fc\u30b8\u30e7\u30f3\u5c65\u6b74\u306e\u4e0a\u9650\u6570<\/strong>\u300d\uff1a\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u3044\u304f\u3064\u6b8b\u3059\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002\u5fc5\u8981\u306a\u3068\u304d\u306b\u4ee5\u524d\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u623b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/li>\n\n\n\n
  3. \u300cPods<\/strong>\u300d\uff1a\u540c\u6642\u306b\u3044\u304f\u3064\u306e\u30b3\u30f3\u30c6\u30ca\u30ec\u30d7\u30ea\u30ab\u3092\u8d77\u52d5\u3057\u3066\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u304b\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u6570\u304c\u591a\u3044\u307b\u3069\u3001\u53d7\u3051\u3089\u308c\u308b\u540c\u6642\u30ea\u30af\u30a8\u30b9\u30c8\u3082\u5897\u3048\u307e\u3059\u3002\u4eca\u56de\u306f\u6a5f\u80fd\u306e\u30c7\u30e2\u306a\u306e\u3067\u3001 1 \u3067\u5341\u5206\u3067\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

    \u8a2d\u5b9a\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u300c\u30b3\u30f3\u30c6\u30ca\u3092\u8ffd\u52a0\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

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

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

    \u3053\u308c\u3067\u30b3\u30f3\u30c6\u30ca\u3092\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002\uff3b\u30b3\u30f3\u30c6\u30ca\u3092\u8ffd\u52a0\uff3d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\uff3b\u540d\u79f0\uff3d\u3092\u4efb\u610f\u306b\u5165\u529b\u3057\u3066\u304b\u3089\u3001\uff3b\u30a4\u30e1\u30fc\u30b8\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\uff3d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002\u00a0
    <\/p>\n\n\n\n

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

    \u30a4\u30e1\u30fc\u30b8\u9078\u629e\u30da\u30fc\u30b8\u3067\u306f\u300c\u30de\u30cb\u30e5\u30a2\u30eb\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u300d\u3092\u9078\u3073\u3001\u300c\u30a4\u30e1\u30fc\u30b8\u30d1\u30b9\u300d\u306bvLLM\u306e\u516c\u5f0f\u30a4\u30e1\u30fc\u30b8\u3092\u5165\u529b\u3057\u307e\u3059\u3002\u672c\u4f8b\u3067\u4f7f\u7528\u3059\u308b\u306e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002 <\/p>\n\n\n\n

    vllm\/vllm-openai:v0.26.0-cu129-ubuntu2404<\/p>\n\n\n\n

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

    \u7d9a\u3044\u3066\u3001\u30b3\u30f3\u30c6\u30ca\u306e\u30ea\u30bd\u30fc\u30b9\u4ed5\u69d8\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

      \n
    1. \u300c\u4ed5\u69d8\u300d<\/strong>\uff1a\u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u306b\u5fdc\u3058\u3066\u9069\u5207\u306aGPU\u30ea\u30bd\u30fc\u30b9\u3092\u9078\u3073\u307e\u3059\u3002\u307e\u305a\u30e2\u30c7\u30eb\u672c\u4f53\u306b\u5fc5\u8981\u306aGPU\u30e1\u30e2\u30ea\u3092\u63a8\u8a08\u3057\u3001vLLM\u306e\u6f14\u7b97\u7528\u306b\u3044\u304f\u3089\u304b\u4f59\u88d5\u3092\u6b8b\u3059\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002\u305f\u3068\u3048\u3070\u30e2\u30c7\u30eb\u304c\u7d046GB\u306eGPU\u30e1\u30e2\u30ea\u3092\u5fc5\u8981\u3068\u3059\u308b\u5834\u5408\u30018\u301c9GB\u306eGPU\u30b9\u30da\u30c3\u30af\u3092\u9078\u3073\u3001\u4e00\u5b9a\u306e\u30d0\u30c3\u30d5\u30a1\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
    2. \u300c\u30dd\u30fc\u30c8\u756a\u53f7\u300d<\/strong>\uff1a\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30dd\u30fc\u30c8\u756a\u53f7 8000 \u3092\u5165\u529b\u3057\u307e\u3059\u3002vLLM\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u3053\u306e\u30dd\u30fc\u30c8\u3092\u901a\u3058\u3066API\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n
      \"\"<\/figure>\n\n\n\n

      Hugging Face\u30e2\u30c7\u30eb\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u53d6\u5f97<\/strong><\/h3>\n\n\n\n

      \u6b21\u304c\u3001\u4eca\u56de\u306e\u30c7\u30d7\u30ed\u30a4\u3067\u5c11\u3057\u7279\u5225\u306a\u90e8\u5206\u3067\u3059\u3002gemma-3-1b-it \u306f\u30b2\u30fc\u30c8\u4ed8\u304d\u30e2\u30c7\u30eb\u306a\u306e\u3067\u3001\u5148\u306b\u30e2\u30c7\u30eb\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u53d6\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

      \u307e\u305a\u3001Hugging Face\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u65b0\u3057\u3044\u30bf\u30d6\u3092\u958b\u3044\u3066\u3001\u30c7\u30d7\u30ed\u30a4\u3057\u305f\u3044\u30e2\u30c7\u30eb\u306e\u30da\u30fc\u30b8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f huggingface.co\/google\/gemma-3-1b-it<\/a> \u3092\u4f7f\u3044\u3001\u300cAcknowledge license\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30e9\u30a4\u30bb\u30f3\u30b9\u306b\u540c\u610f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

      \u3053\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u91cd\u8981\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u306b\u540c\u610f\u3057\u3066\u521d\u3081\u3066\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u304c\u305d\u306e\u30e2\u30c7\u30eb\u3078\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u5f97\u3089\u308c\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n\n

      \"\"
      \uff08\u56f31\uff1a\u30a2\u30c9\u30ec\u30b9\u30d0\u30fc\u306b\u76ee\u7684\u306e\u30e2\u30c7\u30eb\u306eURL\u3092\u5165\u529b\u3057\u307e\u3059\uff09
      <\/figcaption><\/figure>\n\n\n\n

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

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

      \u30e2\u30c7\u30eb\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u53d6\u5f97\u3057\u305f\u3089\u3001Hugging Face\u30c8\u30fc\u30af\u30f3\u30921\u7d44\u4f5c\u6210\u3057\u3001\u3053\u306e\u5f8c\u4f5c\u6210\u3059\u308bvLLM\u30b3\u30f3\u30c6\u30ca\u304c\u305d\u306e\u30c8\u30fc\u30af\u30f3\u3067\u672c\u4eba\u78ba\u8a8d\u3092\u884c\u3044\u3001\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002https:\/\/huggingface.co\/settings\/tokens<\/a> \u306e\u30da\u30fc\u30b8\u306b\u9032\u307f\u3001\u300cCreate new token\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002
      <\/p>\n\n\n\n

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

      \u30c8\u30fc\u30af\u30f3\u4f5c\u6210\u6642\u306b\u4e3b\u306b\u8a2d\u5b9a\u3059\u308b\u306e\u306f\u3001\u6b21\u306e2\u9805\u76ee\u3067\u3059\u3002<\/p>\n\n\n\n

        \n
      • Token name<\/strong>\uff1a\u4efb\u610f\u3067\u3059\u3002\u672c\u4f8b\u3067\u306f demo \u3068\u5165\u529b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
      • Token Type<\/strong>\uff1avLLM\u306b\u30e2\u30c7\u30eb\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3055\u305b\u308b\u3060\u3051\u3067\u3042\u308c\u3070\u3001Read \u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n

        \u8a2d\u5b9a\u304c\u5b8c\u4e86\u3057\u305f\u3089\u300cCreate Token\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002\u30b7\u30b9\u30c6\u30e0\u304c hf_ \u3067\u59cb\u307e\u308b\u30c8\u30fc\u30af\u30f3\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

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

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

        \u3053\u3053\u3067\u7279\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30c8\u30fc\u30af\u30f3\u306e\u5b8c\u5168\u306a\u5185\u5bb9\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u306f\u3001\u4f5c\u6210\u6642\u306e\u3053\u306e\u4e00\u5ea6\u3060\u3051\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u3053\u306e\u6bb5\u968e\u3067\u5fc5\u305a\u3059\u3050\u306b\u6a2a\u306e\u30b3\u30d4\u30fc\u30dc\u30bf\u30f3\u3092\u62bc\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

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

        \u30c8\u30fc\u30af\u30f3\u3092\u30b3\u30d4\u30fc\u3057\u305f\u3089\u3001AI-Stack\u306e\u30b3\u30f3\u30c6\u30ca\u8a2d\u5b9a\u30da\u30fc\u30b8\u306b\u623b\u308a\u3001\u300c\u74b0\u5883\u5909\u6570\u300d\u3092\u898b\u3064\u3051\u3066\u3001\u74b0\u5883\u5909\u6570\u30921\u7d44\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

          \n
        • Key\uff1aHF_TOKEN \uff08Hugging Face\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u8aad\u307f\u53d6\u308b\u74b0\u5883\u5909\u6570\u540d\u3067\u3059\uff09<\/li>\n\n\n\n
        • Value\uff1a\u5148\u307b\u3069\u30b3\u30d4\u30fc\u3057\u305f hf_ \u3067\u59cb\u307e\u308b\u30c8\u30fc\u30af\u30f3\u3092\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u00a0<\/li>\n<\/ul>\n\n\n\n
          \"\"<\/figure>\n\n\n\n

          \u30e2\u30c7\u30eb\u7528\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u30de\u30a6\u30f3\u30c8<\/strong><\/h3>\n\n\n\n

          \u7d9a\u3044\u3066\u300c\u30de\u30a6\u30f3\u30c8\u300d\uff1e\u300c\u30dc\u30ea\u30e5\u30fc\u30e0\u3092\u30de\u30a6\u30f3\u30c8\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002
          <\/p>\n\n\n\n

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

          \u5148\u306b\u4f5c\u6210\u3057\u3066\u304a\u3044\u305f\u30b9\u30c8\u30ec\u30fc\u30b8\u30dc\u30ea\u30e5\u30fc\u30e0\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u300c\u30de\u30a6\u30f3\u30c8\u30d1\u30b9\u300d\u306b\u306f\u6b21\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

          \/root\/.cache\/huggingface<\/p>\n\n\n\n

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

          Hugging Face\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u30b9\u30c8\u30ec\u30fc\u30b8\u9818\u57df\u306b\u30de\u30a6\u30f3\u30c8\u3057\u3066\u304a\u3051\u3070\u3001\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30e2\u30c7\u30eb\u3092\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002\u4ee5\u964d\u3001\u30b3\u30f3\u30c6\u30ca\u3092\u4f5c\u308a\u76f4\u3057\u305f\u308a\u8d77\u52d5\u3057\u305f\u308a\u3059\u308b\u305f\u3073\u306b\u3001\u30e2\u30c7\u30eb\u3092\u518d\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002
          <\/p>\n\n\n\n

          vLLM\u8d77\u52d5\u30b3\u30de\u30f3\u30c9\u306e\u8a2d\u5b9a<\/strong><\/h3>\n\n\n\n

          \u30b3\u30f3\u30c6\u30ca\u8ffd\u52a0\u30da\u30fc\u30b8\u306b\u623b\u308a\u3001\u300c\u30b3\u30de\u30f3\u30c9\u300d\u6b04\u306b\u3001\u6b21\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

          vllm serve –model google\/gemma-3-1b-it –served-model-name gemma3-1b –gpu-memory-utilization 0.7 –enforce-eager<\/p>\n\n\n\n

          \u3053\u306e\u30b3\u30de\u30f3\u30c9\u306fvLLM\u3092\u8d77\u52d5\u3057\u3001\u6307\u5b9a\u3057\u305f\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002\u5185\u8a33\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n

            \n
          • –model google\/gemma-3-1b-it\uff1a–model \u306f\u8aad\u307f\u8fbc\u3080\u30e2\u30c7\u30eb\u3092\u6307\u5b9a\u3059\u308b\u3082\u306e\u3067\u3001\u5f8c\u308d\u306e google\/gemma-3-1b-it \u306fHugging Face\u4e0a\u306e\u30e2\u30c7\u30eb\u540d\u3067\u3059\u3002<\/li>\n\n\n\n
          • –served-model-name gemma3-1b\uff1aAPI\u304c\u5916\u90e8\u306b\u516c\u958b\u3059\u308b\u30e2\u30c7\u30eb\u540d\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u4ee5\u964d\u3001API\u3092\u547c\u3073\u51fa\u3059\u969b\u306b gemma3-1b \u3092\u4f7f\u3048\u307e\u3059\u3002\u00a0<\/li>\n\n\n\n
          • –gpu-memory-utilization 0.7\uff1avLLM\u304c\u4f7f\u7528\u3059\u308bGPU\u30e1\u30e2\u30ea\u306e\u6bd4\u7387\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u672c\u4f8b\u3067\u306f70% \u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n
            \"\"<\/figure>\n\n\n\n

            \u5171\u6709\u30e1\u30e2\u30ea\u306e\u8a2d\u5b9a<\/strong><\/h3>\n\n\n\n

            \u7d9a\u3044\u3066\uff3b\u5171\u6709\u30e1\u30e2\u30ea\uff3d\u6b04\u3067\u3001\u30e2\u30c7\u30eb\u3068\u63a8\u8ad6\u306e\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u5171\u6709\u30e1\u30e2\u30ea\u3092\u6709\u52b9\u306b\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002\u672c\u4f8b\u3067\u4f7f\u7528\u3059\u308b google\/gemma-3-1b-it \u306f\u30e2\u30c7\u30eb\u304c\u5c0f\u3055\u3044\u305f\u3081\u3001\u7279\u306b\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3088\u308a\u5927\u304d\u306a\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u5834\u5408\u306f\u3001\u5b9f\u969b\u306e\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u5897\u3084\u3057\u3066\u304f\u3060\u3055\u3044\u3002
            <\/p>\n\n\n\n

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

            \u4ee5\u4e0a\u306e\u8a2d\u5b9a\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u53f3\u5074\u306e\u300c\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001vLLM\u30b3\u30f3\u30c6\u30ca\u3092\u6b63\u5f0f\u306b\u8d77\u52d5\u3057\u307e\u3059\u3002
            <\/p>\n\n\n\n

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

            vLLM\u304c\u6b63\u5e38\u306b\u8d77\u52d5\u3057\u305f\u304b\u306e\u78ba\u8a8d<\/strong><\/h3>\n\n\n\n

            \u30c7\u30d7\u30ed\u30a4\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u5de6\u5074\u306e\u300cPods\u300d\u30e1\u30cb\u30e5\u30fc\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u30b9\u30c6\u30fc\u30bf\u30b9\u304c Running \u306b\u5909\u308f\u308b\u306e\u3092\u5f85\u3061\u307e\u3059\u3002Pod\u304c\u6b63\u5e38\u306b\u52d5\u4f5c\u3057\u305f\u3089\u3001\u305d\u306ePod\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3066\u300c\u30b3\u30f3\u30c6\u30ca\u300d\u3092\u9078\u3073\u3001\u5bfe\u5fdc\u3059\u308b\u30b3\u30f3\u30c6\u30ca\u306b\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u3066\u300c\u30ed\u30b0\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002
            <\/p>\n\n\n\n

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

            \u30ed\u30b0\u753b\u9762\u3067\u306f\u3001vLLM\u30b3\u30f3\u30c6\u30ca\u306e\u73fe\u5728\u306e\u8d77\u52d5\u72b6\u614b\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u30ed\u30b0\u306e\u5185\u5bb9\u3092\u66f4\u65b0\u3057\u7d9a\u3051\u3001\u300cApplication startup complete.\u300d\u306e\u8868\u793a\u304c\u51fa\u308c\u3070\u3001vLLM\u304c\u6b63\u5e38\u306b\u8d77\u52d5\u3057\u3001\u30e2\u30c7\u30eb\u306e\u8aad\u307f\u8fbc\u307f\u3082\u5b8c\u4e86\u3057\u305f\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

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

            \u30b5\u30fc\u30d3\u30b9\u306e\u8a2d\u5b9a<\/strong><\/h3>\n\n\n\n

            vLLM \u30b3\u30f3\u30c6\u30ca\u304c\u6b63\u5e38\u306b\u8d77\u52d5\u3057\u305f\u5f8c\u3001\u4ed6\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u30e2\u30c7\u30eb\u3092\u547c\u3073\u51fa\u305b\u308b\u3088\u3046\u306b\u3059\u308b\u306b\u306f\u3001\u5916\u90e8\u63a5\u7d9a\u7528\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u516c\u958b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

            \u3053\u3053\u3067\u306f\u3001\u300c\u30b5\u30fc\u30d3\u30b9\u300d\u6a5f\u80fd\u304b\u3089\u5916\u90e8\u5411\u3051\u306eAPI Endpoint\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

            \u300c\u30b5\u30fc\u30d3\u30b9\u300d\u753b\u9762\u3092\u958b\u304d\u3001\u300c\u30b5\u30fc\u30d3\u30b9\u8ffd\u52a0\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u4ee5\u4e0b\u306e\u9805\u76ee\u3092\u9806\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

              \n
            1. \u300c\u540d\u524d\u300d\uff1a\u4efb\u610f\u306e\u540d\u524d\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u7ba1\u7406\u3057\u3084\u3059\u3044\u3088\u3046\u3001\u5148\u307b\u3069\u30c7\u30d7\u30ed\u30a4\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u540d\u3068\u540c\u3058\u540d\u524d\u306b\u3059\u308b\u3053\u3068\u3092\u63a8\u5968\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
            2. \u300c\u6c34\u985e\u300d\uff1aNodePort \u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
            3. \u300c\u30dd\u30fc\u30c8\u300d\uff1a8000 \u3092\u5165\u529b\u3057\u307e\u3059\u3002\u3053\u308c\u306fvLLM\u304c\u30c7\u30d5\u30a9\u30eb\u30c8\u3067API\u3092\u63d0\u4f9b\u3059\u308bPort\u3067\u3059\u3002<\/li>\n\n\n\n
            4. \u300c\u30d7\u30ed\u30c8\u30b3\u30eb\u300d\uff1a TCP\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

              \u8a2d\u5b9a\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u300c\u65b0\u898f\u4f5c\u6210\u300d\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u30b5\u30fc\u30d3\u30b9\u306e\u4f5c\u6210\u304c\u5b8c\u4e86\u3057\u307e\u3059\u3002
              <\/p>\n\n\n\n

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

              \u30b5\u30fc\u30d3\u30b9\u306e\u8ffd\u52a0\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u4f5c\u6210\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u5bfe\u5fdc\u3059\u308b Endpoint \u306e URL \u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

              \u3053\u306e URL \u3092\u30b3\u30d4\u30fc\u3057\u3066 Agent \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001Gemma-3-1B \u30e2\u30c7\u30eb\u3092\u5916\u90e8\u304b\u3089\u547c\u3073\u51fa\u3057\u3001\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

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

              \u4ee5\u4e0a\u304c\u3001AI-Stack\u306eRCS\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u6d41\u308c\u3067\u3059\u3002\u4eca\u56de\u306fvLLM\u30b3\u30f3\u30c6\u30ca\u306e\u4f5c\u6210\u65b9\u6cd5\u3001GPU\u3068\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u69cb\u6210\u3092\u5b66\u3093\u3060\u3060\u3051\u3067\u306a\u304f\u3001\u30b2\u30fc\u30c8\u4ed8\u304d\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u627f\u8a8d\u3068\u30c8\u30fc\u30af\u30f3\u8a2d\u5b9a\u3082\u5b9f\u969b\u306b\u78ba\u8a8d\u3057\u307e\u3057\u305f\u3002AI-Stack\u306eRCS\u3092\u4f7f\u3048\u3070\u3001\u958b\u767a\u8005\u306f\u5fc5\u8981\u306aLLM\u30e2\u30c7\u30eb\u3092\u3088\u308a\u67d4\u8edf\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u3001\u5c02\u7528\u306eAI\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u3092\u3059\u3070\u3084\u304f\u69cb\u7bc9\u3067\u304d\u307e\u3059\uff01<\/p>\n\n\n\n

              <\/p>\n","protected":false},"excerpt":{"rendered":"

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