KV\u30ad\u30e3\u30c3\u30b7\u30e5\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u3001LLM\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u5168\u4f53\u3067\u7e70\u308a\u8fd4\u3057\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u304c\u8868\u793a\u3055\u308c\u308b\u5834\u5408\u306b\u91cd\u8981\u3067\u3059\u3002\u9069\u5207\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u9069\u5207\u306a\u30ec\u30d7\u30ea\u30ab\u306b\u5230\u9054\u3059\u308b\u3068\u3001\u30b5\u30fc\u30d3\u30f3\u30b0\u30a8\u30f3\u30b8\u30f3\u306f\u30ad\u30e3\u30c3\u30b7\u30e5\u3055\u308c\u305f\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u72b6\u614b\u3092\u518d\u5229\u7528\u3057\u3001\u540c\u3058\u30d7\u30ec\u30d5\u30a3\u30eb\u30c8\u30fc\u30af\u30f3\u3092\u4f55\u5ea6\u3082\u518d\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002.<\/p>\n\n\n\n
\u305d\u308c\u306f\u30a4\u30f3\u30d5\u30e9\u306e\u8a73\u7d30\u306e\u3088\u3046\u306b\u805e\u3053\u3048\u307e\u3059\u304c\u3001\u3059\u3050\u306b\u88fd\u54c1\u306e\u554f\u984c\u306b\u306a\u308a\u307e\u3059\u3002\u9577\u3044\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3001RAG\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3001\u5c11\u6570\u30b7\u30e7\u30c3\u30c8\u306e\u4f8b\u3001\u30de\u30eb\u30c1\u30bf\u30fc\u30f3\u306e\u30c1\u30e3\u30c3\u30c8\u5c65\u6b74\u306f\u3001\u30d7\u30ec\u30d5\u30a3\u30eb\u4f5c\u696d\u3092\u9ad8\u30b3\u30b9\u30c8\u306b\u3057\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u30ec\u30d7\u30ea\u30ab\u304c\u540c\u3058\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u3092\u518d\u8a08\u7b97\u3059\u308b\u3068\u3001\u30c1\u30fc\u30e0\u306f\u30ec\u30a4\u30c6\u30f3\u30b7\u3001GPU\u6642\u9593\u3001\u30ad\u30e3\u30d1\u30b7\u30c6\u30a3\u30d7\u30e9\u30f3\u30cb\u30f3\u30b0\u306e\u30b3\u30b9\u30c8\u3092\u652f\u6255\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n\n\n\n
ShareAI\u306f\u3001150\u4ee5\u4e0a\u306e\u30e2\u30c7\u30eb\u3001\u30de\u30fc\u30b1\u30c3\u30c8\u30d7\u30ec\u30a4\u30b9\u306e\u53ef\u8996\u6027\u3001\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30d5\u30a7\u30a4\u30eb\u30aa\u30fc\u30d0\u30fc\u306e\u305f\u3081\u306e1\u3064\u306eAPI\u3092\u958b\u767a\u8005\u306b\u63d0\u4f9b\u3057\u307e\u3059\u3002KV\u30ad\u30e3\u30c3\u30b7\u30e5\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u30e2\u30c7\u30eb\u30b5\u30fc\u30d3\u30f3\u30b0\u30a4\u30f3\u30d5\u30e9\u5185\u306e1\u5c64\u4e0b\u306b\u4f4d\u7f6e\u3057\u307e\u3059\u3002ShareAI\u306e\u8aad\u8005\u306b\u3068\u3063\u3066\u306e\u6709\u7528\u306a\u30dd\u30a4\u30f3\u30c8\u306f\u30b7\u30f3\u30d7\u30eb\u3067\u3059\uff1a\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u6c7a\u5b9a\u306f\u3001\u30e2\u30c7\u30eb\u9078\u629e\u304b\u3089\u7e70\u308a\u8fd4\u3057\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u51e6\u7406\u3059\u308bGPU\u30ec\u30d7\u30ea\u30ab\u307e\u3067\u3001AI\u30b9\u30bf\u30c3\u30af\u306e\u3059\u3079\u3066\u306e\u5c64\u3067\u91cd\u8981\u3067\u3059\u3002.<\/p>\n\n\n\n
LLM\u63a8\u8ad6\u4e2d\u3001\u30e2\u30c7\u30eb\u306f\u307e\u305a\u30d7\u30ec\u30d5\u30a3\u30eb\u30d5\u30a7\u30fc\u30ba\u3067\u5165\u529b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u51e6\u7406\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u901a\u5e38KV\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u547c\u3070\u308c\u308b\u30ad\u30fc\u30fb\u30d0\u30ea\u30e5\u30fc\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u69cb\u7bc9\u3057\u3001\u5f8c\u3067\u751f\u6210\u3055\u308c\u308b\u30c8\u30fc\u30af\u30f3\u304c\u3059\u3067\u306b\u51e6\u7406\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u623b\u3063\u3066\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u3092\u5411\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n\n\n\n
\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\u306b\u3088\u308a\u3001\u30b5\u30fc\u30d3\u30f3\u30b0\u30a8\u30f3\u30b8\u30f3\u306f\u5f8c\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u540c\u3058\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u5192\u982d\u3092\u5171\u6709\u3057\u3066\u3044\u308b\u5834\u5408\u306b\u305d\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u518d\u5229\u7528\u3067\u304d\u307e\u3059\u3002 vLLM\u306e\u81ea\u52d5\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a> \u306f\u3001\u5171\u6709\u3055\u308c\u305f\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u306e\u305f\u3081\u306bKV\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u518d\u5229\u7528\u3057\u3001\u65b0\u3057\u3044\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u5171\u6709\u90e8\u5206\u306e\u8a08\u7b97\u3092\u30b9\u30ad\u30c3\u30d7\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3092\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002. SGLang\u306e\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0<\/a> \u306f\u3001\u5171\u901a\u306e\u30c8\u30fc\u30af\u30f3\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u305f\u3081\u306bKV\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u5171\u6709\u3059\u308b\u95a2\u9023\u30a2\u30a4\u30c7\u30a2\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n\n\n\n \u3053\u308c\u306f\u3001\u591a\u304f\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u540c\u3058\u65b9\u6cd5\u3067\u59cb\u307e\u308b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u7279\u306b\u91cd\u8981\u3067\u3059\uff1a\u5927\u898f\u6a21\u306a\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6301\u3064\u30b5\u30dd\u30fc\u30c8\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u7e70\u308a\u8fd4\u3057\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30c1\u30e3\u30f3\u30af\u3092\u4f7f\u7528\u3059\u308bRAG\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30ea\u30dd\u30b8\u30c8\u30ea\u6307\u793a\u3092\u6301\u3064\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u307e\u305f\u306f\u30bf\u30fc\u30f3\u3092\u307e\u305f\u3044\u3067\u4f1a\u8a71\u5c65\u6b74\u3092\u4fdd\u6301\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u88fd\u54c1\u306a\u3069\u3067\u3059\u3002.<\/p>\n\n\n\n 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\u6700\u3082\u9ad8\u5ea6\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u3069\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u30d6\u30ed\u30c3\u30af\u304c\u3069\u306e\u30ec\u30d7\u30ea\u30ab\u306b\u5b58\u5728\u3057\u3066\u3044\u308b\u304b\u3092\u8ffd\u8de1\u3057\u3001\u8ca0\u8377\u3092\u8003\u616e\u3057\u306a\u304c\u3089\u6700\u9069\u306a\u30ad\u30e3\u30c3\u30b7\u30e5\u30aa\u30fc\u30d0\u30fc\u30e9\u30c3\u30d7\u3092\u6301\u3064\u30ec\u30d7\u30ea\u30ab\u306b\u5404\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3057\u307e\u3059\u3002 llm-d router\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/a> 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KV\u30ad\u30e3\u30c3\u30b7\u30e5\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u306f\u3001\u305d\u306e\u8907\u96d1\u3055\u306b\u898b\u5408\u3046\u4fa1\u5024\u304c\u81ea\u52d5\u7684\u306b\u3042\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u304c\u77ed\u304f\u3001\u307b\u3068\u3093\u3069\u304c\u30e6\u30cb\u30fc\u30af\u3067\u3001\u7e70\u308a\u8fd4\u3057\u69cb\u9020\u304c\u5c11\u306a\u3044\u30d0\u30c3\u30c1\u51e6\u7406\u306e\u5834\u5408\u306b\u306f\u9069\u3057\u3066\u3044\u307e\u305b\u3093\u3002.<\/p>\n\n\n\n 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ShareAI\u306fAI\u30de\u30fc\u30b1\u30c3\u30c8\u30d7\u30ec\u30a4\u30b9\u304a\u3088\u3073API\u3067\u3042\u308a\u3001GPU\u30af\u30e9\u30b9\u30bf\u30fc\u5185\u306e\u30e2\u30c7\u30eb\u63d0\u4f9b\u30ed\u30fc\u30c9\u30d0\u30e9\u30f3\u30b5\u30fc\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u958b\u767a\u8005\u306fShareAI\u3092\u4f7f\u7528\u3057\u3066\u30011\u3064\u306eAPI\u3092\u901a\u3058\u3066\u591a\u304f\u306e\u30e2\u30c7\u30eb\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u30de\u30fc\u30b1\u30c3\u30c8\u30d7\u30ec\u30a4\u30b9\u306e\u30b7\u30b0\u30ca\u30eb\u3092\u6bd4\u8f03\u3057\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3057\u3001\u4f7f\u7528\u72b6\u6cc1\u3092\u7ba1\u7406\u3057\u3001\u30eb\u30fc\u30c8\u304c\u52a3\u5316\u3057\u305f\u5834\u5408\u306b\u30d5\u30a7\u30a4\u30eb\u30aa\u30fc\u30d0\u30fc\u3092\u884c\u3044\u307e\u3059\u3002.<\/p>\n\n\n\n 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KV\u30ad\u30e3\u30c3\u30b7\u30e5\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u306fAI API\u306e\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u304b\uff1f<\/h3>\n\n\n