{"id":38569,"date":"2026-09-03T10:21:39","date_gmt":"2026-09-03T10:21:39","guid":{"rendered":"https:\/\/itbusinesstoday.com\/?p=38569"},"modified":"2026-09-03T10:21:39","modified_gmt":"2026-09-03T10:21:39","slug":"ai-inference-at-scale-how-enterprises-are-reducing-the-cost-of-running-ai-models","status":"publish","type":"post","link":"https:\/\/itbusinesstoday.com\/ja\/tech\/ai\/ai-inference-at-scale-how-enterprises-are-reducing-the-cost-of-running-ai-models\/","title":{"rendered":"\u5927\u898f\u6a21\u306aAI\u63a8\u8ad6\uff1a\u4f01\u696d\u304cAI\u30e2\u30c7\u30eb\u306e\u904b\u7528\u30b3\u30b9\u30c8\u3092\u3069\u306e\u3088\u3046\u306b\u524a\u6e1b\u3057\u3066\u3044\u308b\u304b"},"content":{"rendered":"

AI\u306b\u304a\u3044\u3066\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u90e8\u5206\u306f\u3001\u3082\u306f\u3084\u5fc5\u305a\u3057\u3082\u6700\u3082\u6ce8\u76ee\u3055\u308c\u308b\u90e8\u5206\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306b\u306f\u81a8\u5927\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u6d88\u8cbb\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u5b66\u7fd2\u306b\u306f\u3044\u305a\u308c\u7d42\u308f\u308a\u304c\u8a2a\u308c\u307e\u3059\u3002\u4e00\u65b9\u3001\u63a8\u8ad6\u306b\u306f\u7d42\u308f\u308a\u304c\u306a\u3044\u306e\u3067\u3059\u3002\u9867\u5ba2\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u3001\u6587\u66f8\u306e\u8981\u7d04\u3001\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u3001\u751f\u6210\u3055\u308c\u305f\u5fdc\u7b54\u306e\u3059\u3079\u3066\u304c\u3001\u30e2\u30c7\u30eb\u3092\u518d\u3073\u7a3c\u50cd\u3055\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001AI\u306e\u63a8\u8ad6\u306e\u6700\u9069\u5316\u306f\u3001\u5358\u306a\u308b\u6280\u8853\u7684\u306a\u8ab2\u984c\u3067\u306f\u306a\u304f\u3001\u904b\u7528\u4e0a\u306e\u8ab2\u984c\u3068\u306a\u308b\u306e\u3067\u3059\u3002.<\/p>\n

\u307e\u305f\u3001\u7d4c\u6e08\u7684\u306a\u9762\u3067\u3082\u3001\u5358\u306b\u9ad8\u901f\u306aGPU\u3092\u8cfc\u5165\u3059\u308b\u3060\u3051\u3068\u3044\u3046\u307b\u3069\u5358\u7d14\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002. \u30b0\u30fc\u30b0\u30eb\u30fb\u30af\u30e9\u30a6\u30c9<\/a> \u63a8\u8ad6\u3092\u3001\u4f01\u696d\u304c\u56fa\u5b9a\u3055\u308c\u305f\u30a4\u30f3\u30d5\u30e9\u4e88\u7b97\u306e\u7bc4\u56f2\u5185\u3067\u30ec\u30a4\u30c6\u30f3\u30b7\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u300c\u52b9\u7387\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u300d\u3068\u3057\u3066\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u533a\u5206\u3082\u91cd\u8981\u3067\u3059\u3002\u30d7\u30ea\u30d5\u30a3\u30eb\u306f\u4e00\u822c\u7684\u306b\u6f14\u7b97\u8ca0\u8377\u304c\u4e3b\u3067\u3059\u304c\u3001\u30c7\u30b3\u30fc\u30c9\u306f\u30e1\u30e2\u30ea\u5e2f\u57df\u5e45\u3084\u30c7\u30fc\u30bf\u79fb\u52d5\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002.<\/p>\n

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u305d\u3046\u3057\u305f\u30b3\u30b9\u30c8\u304c\u5b9f\u969b\u306b\u3069\u3053\u304b\u3089\u751f\u3058\u3066\u3044\u308b\u306e\u304b\u3001\u307e\u305f\u4f01\u696d\u304c\u30e2\u30c7\u30eb\u3001\u5b9f\u884c\u6642\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u904b\u7528\u3068\u3044\u3063\u305f\u5404\u30ec\u30a4\u30e4\u30fc\u306b\u308f\u305f\u3063\u3066\u3001\u305d\u308c\u3089\u306b\u3069\u306e\u3088\u3046\u306b\u5bfe\u51e6\u3067\u304d\u308b\u306e\u304b\u306b\u3064\u3044\u3066\u8003\u5bdf\u3057\u307e\u3059\u3002.<\/p>\n

\u63a8\u8ad6\u7d4c\u6e08\u5b66\u3092\u7406\u89e3\u3059\u308b\u4e0a\u3067\u306e\u6838\u5fc3\u7684\u306a\u8ab2\u984c<\/h2>\n

\u63a8\u8ad6\u306b\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u306e\u306f\u3001\u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u4e00\u9023\u306e\u30ea\u30bd\u30fc\u30b9\u8981\u6c42\u3092\u7d4c\u7531\u3059\u308b\u305f\u3081\u3067\u3059\u3002\u30e2\u30c7\u30eb\u306f\u3001\u5165\u529b\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u6f14\u7b97\u80fd\u529b\u3001\u91cd\u307f\u3084\u4e2d\u9593\u30c7\u30fc\u30bf\u3092\u4fdd\u6301\u3059\u308b\u305f\u3081\u306e\u30e1\u30e2\u30ea\u3001\u305d\u3057\u3066\u305d\u306e\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u306b\u8ee2\u9001\u3059\u308b\u305f\u3081\u306e\u5341\u5206\u306a\u5e2f\u57df\u5e45\u3092\u5fc5\u8981\u3068\u3057\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u5f85\u3061\u6642\u9593\u306a\u304f\u5fdc\u7b54\u3092\u5f97\u3089\u308c\u308b\u3053\u3068\u3092\u671f\u5f85\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n

\u3053\u308c\u306b\u3088\u308a\u3001\u96e3\u3057\u3044\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u751f\u3058\u307e\u3059\u3002\u7d14\u7c8b\u306b\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u6700\u5927\u5316\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u3088\u308a\u591a\u304f\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u307e\u3068\u3081\u3066\u51e6\u7406\u3067\u304d\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u305d\u306e\u4e00\u65b9\u3067\u30ec\u30a4\u30c6\u30f3\u30b7\u304c\u5897\u52a0\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u65b9\u3001\u975e\u5e38\u306b\u4f4e\u3044\u30ec\u30a4\u30c6\u30f3\u30b7\u3092\u5b9f\u73fe\u3059\u308b\u3088\u3046\u306b\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5408\u9593\u306b\u9ad8\u30b3\u30b9\u30c8\u306aGPU\u30ea\u30bd\u30fc\u30b9\u304c\u904a\u4f11\u72b6\u614b\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3069\u3061\u3089\u306e\u6975\u7aef\u306a\u30b1\u30fc\u30b9\u3082\u3001 AI<\/a> \u63a8\u8ad6\u52b9\u7387\u3002.<\/p>\n

\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u306f\u3001\u3053\u306e\u554f\u984c\u306f\u3055\u3089\u306b\u8907\u96d1\u306b\u306a\u308a\u307e\u3059\u3002\u30d7\u30ea\u30d5\u30a3\u30eb\u51e6\u7406\u4e2d\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u5165\u529b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u4e26\u5217\u306b\u51e6\u7406\u3057\u307e\u3059\u3002 \u30c7\u30b3\u30fc\u30c9\u6642\u306b\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3068KV\u30ad\u30e3\u30c3\u30b7\u30e5\u306b\u7e70\u308a\u8fd4\u3057\u30a2\u30af\u30bb\u30b9\u3057\u306a\u304c\u3089\u3001\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u3092\u6bb5\u968e\u7684\u306b\u751f\u6210\u3057\u307e\u3059\u3002Google Cloud\u3067\u306f\u3001\u30d7\u30ea\u30d5\u30a3\u30eb\u306f\u4e00\u822c\u7684\u306b\u6f14\u7b97\u30ea\u30bd\u30fc\u30b9\u306b\u4f9d\u5b58\u3057\u3001\u30c7\u30b3\u30fc\u30c9\u306f\u4e00\u822c\u7684\u306b\u30e1\u30e2\u30ea\u306b\u4f9d\u5b58\u3059\u308b\u3068\u4f4d\u7f6e\u4ed8\u3051\u3066\u304a\u308a\u3001\u3053\u308c\u304c\u3001\u5358\u306b\u6f14\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u5897\u3084\u3059\u3060\u3051\u3067\u306f\u3001\u3059\u3079\u3066\u306e\u63a8\u8ad6\u306b\u304a\u3051\u308b\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u81ea\u52d5\u7684\u306b\u89e3\u6c7a\u3055\u308c\u306a\u3044\u7406\u7531\u3092\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n

\u5f93\u6765\u306e\u9759\u7684\u306a\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3067\u306f\u3001\u3053\u306e\u72b6\u6cc1\u304c\u3055\u3089\u306b\u60aa\u5316\u3057\u307e\u3059\u3002\u591a\u304f\u306e\u5834\u5408\u3001\u5b9f\u969b\u306e\u9700\u8981\u3067\u306f\u306a\u304f\u3001\u4e88\u6e2c\u3055\u308c\u308b\u9700\u8981\u306b\u57fa\u3065\u3044\u3066\u30ea\u30bd\u30fc\u30b9\u3092\u78ba\u4fdd\u3057\u3066\u3057\u307e\u3046\u304b\u3089\u3067\u3059\u3002\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u304c\u6e1b\u5c11\u3059\u308b\u3068\u3001GPU\u306f\u5229\u7528\u53ef\u80fd\u306a\u72b6\u614b\u306e\u307e\u307e\u3067\u3059\u304c\u3001\u5341\u5206\u306b\u6d3b\u7528\u3055\u308c\u307e\u305b\u3093\u3002\u4e00\u65b9\u3001\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u304c\u6025\u5897\u3059\u308b\u3068\u3001\u305d\u306e\u56fa\u5b9a\u3055\u308c\u305f\u30ea\u30bd\u30fc\u30b9\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3068\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001AI\u63a8\u8ad6\u306e\u52b9\u679c\u7684\u306a\u6700\u9069\u5316\u306f\u3001\u3042\u308b\u5358\u7d14\u306a\u73fe\u5b9f\u3092\u53d7\u3051\u5165\u308c\u308b\u3053\u3068\u304b\u3089\u59cb\u307e\u308a\u307e\u3059\u3002\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306f\u7d76\u3048\u305a\u5909\u5316\u3059\u308b\u305f\u3081\u3001\u30b5\u30fc\u30d3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u3082\u305d\u308c\u306b\u5408\u308f\u305b\u3066\u5909\u5316\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u306e\u3067\u3059\u3002.<\/p>\n

\u6226\u7565 1\uff1a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304a\u3088\u3073\u30e2\u30c7\u30eb\u30ec\u30d9\u30eb\u306e\u6700\u9069\u5316<\/h2>\n

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\u91cf\u5b50\u5316\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u3067\u4f7f\u7528\u3055\u308c\u308b\u6570\u5024\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3057\u307e\u3059\u3002\u91cd\u307f\u3084\u6d3b\u6027\u5316\u5024\u309216\u30d3\u30c3\u30c8\u308432\u30d3\u30c3\u30c8\u3067\u4fdd\u6301\u3059\u308b\u4ee3\u308f\u308a\u306b\u3001\u30e2\u30c7\u30eb\u3067\u306f8\u30d3\u30c3\u30c8\u30844\u30d3\u30c3\u30c8\u306e\u8868\u73fe\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002. AWS<\/a> \u3053\u308c\u306b\u3088\u308b\u3068\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u91cf\u5b50\u5316\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u30922\u500d\u304b\u30898\u500d\u306b\u7e2e\u5c0f\u3067\u304d\u308b\u307b\u304b\u3001\u30e1\u30e2\u30ea\u5e2f\u57df\u5e45\u306e\u8981\u4ef6\u3082\u4f4e\u6e1b\u3067\u304d\u308b\u3068\u306e\u3053\u3068\u3067\u3059\u3002.<\/p>\n

\u305d\u306e\u5229\u70b9\u306f\u660e\u767d\u3067\u3059\u3002\u8868\u73fe\u30b5\u30a4\u30ba\u304c\u5c0f\u3055\u304f\u306a\u308c\u3070\u3001\u30e1\u30e2\u30ea\u3092\u901a\u904e\u3055\u305b\u308b\u30c7\u30fc\u30bf\u306e\u91cf\u304c\u6e1b\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u7279\u306b\u30c8\u30fc\u30af\u30f3\u751f\u6210\u306e\u969b\u306b\u3088\u304f\u898b\u3089\u308c\u308b\u3001LLM\u306e\u63a8\u8ad6\u6700\u9069\u5316\u3092\u59a8\u3052\u308b\u30e1\u30e2\u30ea\u8ca0\u8377\u3092\u8efd\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u3088\u308a\u4f4e\u30b3\u30b9\u30c8\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3067\u3082\u30e2\u30c7\u30eb\u3092\u52d5\u4f5c\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n

\u305f\u3060\u3057\u3001\u91cf\u5b50\u5316\u306f\u305f\u3060\u3067\u6e08\u3080\u8fd1\u9053\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u3068\u3001\u6b63\u78ba\u6027\u3084\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u306b\u5f71\u97ff\u3092\u53ca\u307c\u3059\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u30c1\u30fc\u30e0\u306f\u5727\u7e2e\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u54c1\u8cea\u8981\u4ef6\u306b\u7167\u3089\u3057\u3066\u691c\u8a3c\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3068\u3001\u91cd\u8981\u306a\u610f\u601d\u6c7a\u5b9a\u306b\u76f4\u7d50\u3059\u308b\u5206\u6790\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u5fc5\u305a\u3057\u3082\u540c\u3058\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u53d7\u3051\u5165\u308c\u308b\u3079\u304d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002.<\/p>\n

\u526a\u5b9a\u306f\u5225\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3068\u308a\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u91cd\u307f\u306e\u7cbe\u5ea6\u3092\u4e0b\u3052\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u306b\u307b\u3068\u3093\u3069\u5bc4\u4e0e\u3057\u3066\u3044\u306a\u3044\u91cd\u307f\u3092\u524a\u9664\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u758e\u8a08\u7b97\u306b\u5bfe\u5fdc\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u524a\u9664\u3055\u308c\u305f\u3001\u3042\u308b\u3044\u306f\u4e0d\u6d3b\u6027\u306a\u63a5\u7d9a\u306b\u5bfe\u3057\u3066\u3001\u540c\u3058\u91cf\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u8cbb\u3084\u3059\u3053\u3068\u3092\u56de\u907f\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002.<\/p>\n

\u77e5\u8b58\u84b8\u7559\u306f\u3001\u30e2\u30c7\u30eb\u305d\u306e\u3082\u306e\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067\u3001\u3055\u3089\u306b\u4e00\u6b69\u9032\u3093\u3060\u624b\u6cd5\u3067\u3059\u3002\u3088\u308a\u5c0f\u898f\u6a21\u306a\u300c\u751f\u5f92\u300d\u30e2\u30c7\u30eb\u304c\u3001\u3088\u308a\u5927\u898f\u6a21\u306a\u300c\u6559\u5e2b\u300d\u30e2\u30c7\u30eb\u304b\u3089\u5b66\u7fd2\u3057\u3001\u5143\u306e\u30b7\u30b9\u30c6\u30e0\u306e\u5168\u898f\u6a21\u3092\u5f15\u304d\u7d99\u3050\u3053\u3068\u306a\u304f\u3001\u6709\u7528\u306a\u6319\u52d5\u3092\u518d\u73fe\u3057\u3088\u3046\u3068\u3057\u307e\u3059\u3002.<\/p>\n

\u3053\u308c\u3089\u306e\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u30b5\u30fc\u30d3\u30f3\u30b0\u5c64\u306b\u5230\u9054\u3059\u308b\u524d\u306e\u30b3\u30b9\u30c8\u69cb\u9020\u304c\u5909\u5316\u3057\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001AI\u30e2\u30c7\u30eb\u306e\u6700\u9069\u5316\u306f\u3001\u72ec\u7acb\u3057\u305f\u30e2\u30c7\u30eb\u958b\u767a\u4e0a\u306e\u8ab2\u984c\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001AI\u63a8\u8ad6\u306e\u6700\u9069\u5316\u306e\u4e00\u74b0\u3068\u3057\u3066\u6271\u3046\u3079\u304d\u306a\u306e\u3067\u3059\u3002 \u305d\u306e\u76ee\u7684\u306f\u3001\u5358\u306b\u30e2\u30c7\u30eb\u306e\u30b5\u30a4\u30ba\u3092\u5c0f\u3055\u304f\u3059\u308b\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u3082\u305d\u3082\u305d\u306e\u30e2\u30c7\u30eb\u3092\u6709\u7528\u306a\u3082\u306e\u306b\u3057\u3066\u3044\u308b\u54c1\u8cea\u3092\u640d\u306a\u3046\u3053\u3068\u306a\u304f\u3001\u5fc5\u8981\u306a\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306e\u63d0\u4f9b\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002.<\/p>\n

\u6226\u7565 2\uff1a\u63a8\u8ad6\u30e9\u30f3\u30bf\u30a4\u30e0\u30a8\u30f3\u30b8\u30f3\u306e\u6700\u9069\u5316<\/h2>\n

\"\u3088\u308a\u5c0f\u578b\u306e\u30e2\u30c7\u30eb\u3067\u3042\u3063\u3066\u3082\u3001\u30b5\u30fc\u30d3\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0\u304c\u305d\u306e\u57fa\u76e4\u3068\u306a\u308b\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u7121\u99c4\u306b\u6d88\u8cbb\u3057\u3066\u3057\u307e\u3046\u3068\u3001\u3084\u306f\u308a\u9ad8\u4fa1\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n

\u3053\u3053\u3067\u3001\u63a8\u8ad6\u30e9\u30f3\u30bf\u30a4\u30e0\u306e\u91cd\u8981\u6027\u304c\u969b\u7acb\u3061\u307e\u3059\u3002\u6700\u65b0\u306e\u30b5\u30fc\u30d3\u30f3\u30b0\u30a8\u30f3\u30b8\u30f3\u306f\u3001\u7570\u306a\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5230\u7740\u3057\u3001\u51e6\u7406\u306b\u8981\u3059\u308b\u4f5c\u696d\u91cf\u3082\u7570\u306a\u308b\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u51e6\u7406\u3057\u306a\u304c\u3089\u3001GPU\u3092\u5e38\u306b\u7a3c\u50cd\u3055\u305b\u7d9a\u3051\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7d99\u7d9a\u7684\u30d0\u30c3\u30c1\u51e6\u7406\u3001\u3042\u308b\u3044\u306f\u30a4\u30f3\u30d5\u30e9\u30a4\u30c8\u30fb\u30d0\u30c3\u30c1\u51e6\u7406\u306f\u3001\u3053\u306e\u70b9\u306b\u304a\u3044\u3066\u6700\u3082\u91cd\u8981\u306a\u624b\u6cd5\u306e\u4e00\u3064\u3067\u3059\u3002.<\/p>\n

\u9759\u7684\u30d0\u30c3\u30c1\u51e6\u7406\u3067\u306f\u3001\u4e00\u5b9a\u6570\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u307e\u3068\u307e\u308b\u307e\u3067\u5f85\u6a5f\u3057\u3066\u304b\u3089\u3001\u305d\u308c\u3089\u3092\u307e\u3068\u3081\u3066\u51e6\u7406\u3057\u307e\u3059\u3002\u3053\u306e\u624b\u6cd5\u306f\u3001\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u304c\u4e88\u6e2c\u53ef\u80fd\u306a\u5834\u5408\u306b\u306f\u3001\u304b\u306a\u308a\u3046\u307e\u304f\u6a5f\u80fd\u3057\u307e\u3059\u3002\u5b9f\u969b\u3001 \u751f\u7523<\/a> \u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u304c\u305d\u306e\u3088\u3046\u306a\u6319\u52d5\u3092\u793a\u3059\u3053\u3068\u306f\u3081\u3063\u305f\u306b\u3042\u308a\u307e\u305b\u3093\u3002\u30ea\u30af\u30a8\u30b9\u30c8\u306f\u7d76\u3048\u9593\u306a\u304f\u5c4a\u304d\u3001\u751f\u6210\u3055\u308c\u308b\u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u9577\u3055\u306f\u5927\u304d\u304f\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n

\u9023\u7d9a\u30d0\u30c3\u30c1\u51e6\u7406\u306b\u3088\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u4ed6\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u5b8c\u4e86\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u52d5\u7684\u306b\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u8ffd\u52a0\u30fb\u524a\u9664\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30d0\u30c3\u30c1\u5168\u4f53\u304c\u5b8c\u4e86\u3059\u308b\u306e\u3092\u5f85\u3064\u4ee3\u308f\u308a\u306b\u3001\u30e9\u30f3\u30bf\u30a4\u30e0\u306f\u5229\u7528\u53ef\u80fd\u306a\u6f14\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u5e38\u306b\u7a3c\u50cd\u3055\u305b\u7d9a\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001GPU\u304c\u5b8c\u5168\u306b\u6574\u5408\u3057\u305f\u30d0\u30c3\u30c1\u3092\u5f85\u3064\u6642\u9593\u304c\u77ed\u7e2e\u3055\u308c\u308b\u305f\u3081\u3001LLM\u30b5\u30fc\u30d3\u30f3\u30b0\u306e\u6700\u9069\u5316\u306b\u304a\u3051\u308b\u7d4c\u6e08\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002.<\/p>\n

\u30e1\u30e2\u30ea\u7ba1\u7406\u306f\u3001\u3053\u306e\u554f\u984c\u306e\u3082\u3046\u4e00\u3064\u306e\u5074\u9762\u3067\u3059\u3002\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u751f\u6210\u51e6\u7406\u4e2d\u306bKV\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u7dad\u6301\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u7ba1\u7406\u304c\u4e0d\u5341\u5206\u3060\u3068\u3001\u30d7\u30ed\u30bb\u30c3\u30b5\u81ea\u4f53\u306b\u4f59\u5270\u306e\u6f14\u7b97\u80fd\u529b\u304c\u3042\u308b\u5834\u5408\u3067\u3082\u3001GPU\u30e1\u30e2\u30ea\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n

PagedAttention\u306f\u3001\u5927\u898f\u6a21\u306a\u9023\u7d9a\u3057\u305f\u30e1\u30e2\u30ea\u5272\u308a\u5f53\u3066\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001KV\u30ad\u30e3\u30c3\u30b7\u30e5\u30e1\u30e2\u30ea\u3092\u3088\u308a\u5c0f\u3055\u306a\u30d6\u30ed\u30c3\u30af\u5358\u4f4d\u3067\u7ba1\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3057\u3066\u3044\u307e\u3059\u3002NVIDIA\u306f\u3001vLLM\u3092\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u304b\u3064\u30e1\u30e2\u30ea\u52b9\u7387\u306b\u512a\u308c\u305f\u63a8\u8ad6\u30a8\u30f3\u30b8\u30f3\u3068\u3057\u3066\u8aac\u660e\u3057\u3066\u304a\u308a\u3001PagedAttention\u3068\u9023\u7d9a\u30d0\u30c3\u30c1\u51e6\u7406\u3092\u3001\u30b5\u30fc\u30d3\u30f3\u30b0\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u4ed5\u7d44\u307f\u3068\u3057\u3066\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n

\u3053\u308c\u304c\u91cd\u8981\u306a\u306e\u306f\u3001AI\u63a8\u8ad6\u306e\u6700\u9069\u5316\u304c\u3001\u5358\u306bGPU\u304b\u3089\u3088\u308a\u591a\u304f\u306e\u6f14\u7b97\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u3060\u3051\u3067\u306f\u306a\u3044\u304b\u3089\u3067\u3059\u3002\u30e1\u30e2\u30ea\u306e\u7121\u99c4\u3092\u7701\u304d\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u30b7\u30b9\u30c6\u30e0\u5185\u3092\u52b9\u7387\u7684\u306b\u6d41\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3082\u3001\u305d\u306e\u76ee\u7684\u306e\u4e00\u3064\u306a\u306e\u3067\u3059\u3002.<\/p>\n

\u3053\u306e\u5b9f\u8df5\u7684\u306a\u6559\u8a13\u306f\u898b\u904e\u3054\u3055\u308c\u304c\u3061\u3067\u3059\u3002\u9ad8\u6027\u80fd\u306aGPU\u3067\u3042\u3063\u3066\u3082\u3001\u975e\u52b9\u7387\u306a\u30e9\u30f3\u30bf\u30a4\u30e0\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u3001\u4f9d\u7136\u3068\u3057\u3066\u7d4c\u6e08\u6027\u304c\u4f4e\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u9006\u306b\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u3084KV\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u7ba1\u7406\u3092\u6539\u5584\u3059\u308c\u3070\u3001\u4f01\u696d\u304c\u3059\u3067\u306b\u4fdd\u6709\u3057\u3066\u3044\u308b\u30a4\u30f3\u30d5\u30e9\u304b\u3089\u3001\u3088\u308a\u591a\u304f\u306e\u6709\u7528\u306a\u6210\u679c\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n

\u6226\u7565 3\uff1a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u9069\u6b63\u898f\u6a21\u5316\u3068\u5f3e\u529b\u7684\u306a\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3<\/h2>\n

\u3042\u3089\u3086\u308b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u5bfe\u3057\u3066\u6700\u5927\u306eGPU\u3092\u8cfc\u5165\u3059\u308b\u3053\u3068\u306f\u3001\u30a4\u30f3\u30d5\u30e9\u306b\u95a2\u3059\u308b\u5224\u65ad\u3092\u5148\u9001\u308a\u3059\u308b\u305f\u3081\u306e\u3001\u30b3\u30b9\u30c8\u306e\u304b\u304b\u308b\u65b9\u6cd5\u3067\u3059\u3002.<\/p>\n

\u77ed\u3044\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u51e6\u7406\u3059\u308b\u5c0f\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u306f\u3001\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u51e6\u7406\u3059\u308b\u5927\u898f\u6a21\u306a\u63a8\u8ad6\u30e2\u30c7\u30eb\u3068\u540c\u3058\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u3092\u5fc5\u305a\u3057\u3082\u5fc5\u8981\u3068\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u9078\u5b9a\u306b\u3042\u305f\u3063\u3066\u306f\u3001\u30e2\u30c7\u30eb\u306e\u898f\u6a21\u3001\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u7279\u6027\u3001\u671f\u5f85\u3055\u308c\u308b\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u304a\u3088\u3073\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306e\u8981\u4ef6\u3092\u53cd\u6620\u3055\u305b\u308b\u3079\u304d\u3067\u3059\u3002.<\/p>\n

\u30a8\u30cc\u30d3\u30c7\u30a3\u30a2<\/a> \u3053\u308c\u306b\u3088\u308a\u3001\u5229\u7528\u7387\u306b\u95a2\u3059\u308b\u8b70\u8ad6\u304c\u7279\u306b\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002\u540c\u793e\u306e\u63a8\u8ad6\u7d4c\u6e08\u5b66\u306b\u57fa\u3065\u304f\u5206\u6790\u306b\u3088\u308b\u3068\u3001\u5229\u7528\u7387\u304c40%\u3067\u7a3c\u50cd\u3057\u3066\u3044\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u306f\u3001\u5229\u7528\u7387\u304c80%\u3067\u7a3c\u50cd\u3057\u3066\u3044\u308b\u540c\u3058\u30af\u30e9\u30b9\u30bf\u30fc\u3068\u6bd4\u8f03\u3057\u3066\u3001\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\u306e\u5b9f\u52b9\u30b3\u30b9\u30c8\u304c2\u500d\u306b\u306a\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002.<\/p>\n

\u3053\u308c\u306b\u3088\u308a\u3001GPU\u306e\u5229\u7528\u7387\u306f\u30a4\u30f3\u30d5\u30e9\u306e\u6307\u6a19\u304b\u3089\u8ca1\u52d9\u6307\u6a19\u3078\u3068\u5909\u308f\u308a\u307e\u3059\u3002\u904a\u4f11\u5bb9\u91cf\u306f\u6c7a\u3057\u3066\u7121\u5bb3\u306a\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4f01\u696d\u306f\u4f9d\u7136\u3068\u3057\u3066\u305d\u306e\u8cbb\u7528\u3092\u652f\u6255\u3063\u3066\u3044\u308b\u306e\u3067\u3059\u3002.<\/p>\n

\u3057\u305f\u304c\u3063\u3066\u3001\u9069\u5207\u306a\u898f\u6a21\u306e\u9078\u5b9a\u306f\u3001GPU\u63a8\u8ad6\u306e\u6700\u9069\u5316\u306b\u304a\u3044\u3066\u6975\u3081\u3066\u91cd\u8981\u306a\u8981\u7d20\u3068\u306a\u308a\u307e\u3059\u3002\u5c0f\u898f\u6a21\u306a\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u306f\u30df\u30c3\u30c9\u30ec\u30f3\u30b8\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u304c\u9069\u3057\u3066\u3044\u308b\u4e00\u65b9\u3067\u3001\u30d7\u30ec\u30df\u30a2\u30e0\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u306f\u3001\u305d\u306e\u6027\u80fd\u3092\u5b9f\u969b\u306b\u6d3b\u304b\u305b\u308b\u30e2\u30c7\u30eb\u3084\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u305f\u3081\u306b\u78ba\u4fdd\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u8907\u6570\u306e\u5c0f\u898f\u6a21\u306a\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u304c\u540c\u3058\u7269\u7406\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3001GPU\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30cb\u30f3\u30b0\u3082\u6709\u52b9\u3067\u3059\u3002.<\/p>\n

\u6b21\u306f\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3067\u3059\u3002AWS SageMaker<\/a> AI\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u69cb\u6210\u306b\u3064\u3044\u3066\u3001\u30b3\u30b9\u30c8\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306e\u76ee\u6a19\u5024\u3068\u7167\u3089\u3057\u5408\u308f\u305b\u3066\u8a55\u4fa1\u3092\u884c\u3044\u3001\u300c\u6700\u521d\u306e\u30c8\u30fc\u30af\u30f3\u307e\u3067\u306e\u6642\u9593\u300d\u3001\u300c\u30c8\u30fc\u30af\u30f3\u9593\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u300d\u3001\u300c\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u300d\u3001\u300c\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u300d\u3001\u300c\u4e88\u6e2c\u30b3\u30b9\u30c8\u300d\u306a\u3069\u306e\u6307\u6a19\u3092\u7b97\u51fa\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002.<\/p>\n

\u3053\u308c\u306f\u3001\u300c\u73fe\u5728\u3069\u306eGPU\u304c\u6700\u3082\u9ad8\u901f\u304b\u300d\u3068\u554f\u3046\u3088\u308a\u3082\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u9078\u3076\u4e0a\u3067\u3088\u308a\u5408\u7406\u7684\u306a\u65b9\u6cd5\u3067\u3059\u3002AI\u63a8\u8ad6\u7528\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306f\u3001\u5bfe\u5fdc\u3059\u3079\u304d\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u5408\u308f\u305b\u3066\u9078\u629e\u3059\u3079\u304d\u3067\u3059\u3002.<\/p>\n

\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u3088\u308a\u3001\u540c\u69d8\u306e\u30ed\u30b8\u30c3\u30af\u3092\u672c\u756a\u74b0\u5883\u306b\u5c0e\u5165\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u5358\u7d14\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u306f\u5c0f\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u306b\u632f\u308a\u5206\u3051\u3089\u308c\u3001\u8907\u96d1\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u306f\u3088\u308a\u9ad8\u6027\u80fd\u306a\u30e2\u30c7\u30eb\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u9700\u8981\u306e\u5909\u52d5\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u4f01\u696d\u304c\u4e00\u65e5\u4e2d\u30d4\u30fc\u30af\u6642\u306e\u51e6\u7406\u80fd\u529b\u3092\u7dad\u6301\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002.<\/p>\n

\u76ee\u6a19\u306f\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u6027\u80fd\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3059\u3067\u306b\u8cbb\u7528\u3092\u652f\u6255\u3063\u3066\u3044\u308b\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u304b\u3089\u3001\u6700\u5927\u9650\u306e\u6709\u7528\u306a\u6210\u679c\u3092\u5f15\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002.<\/p>\n

\u6226\u7565 4\uff1a\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u53ef\u89b3\u6e2c\u6027<\/h2>\n

AI\u63a8\u8ad6\u306e\u6700\u9069\u5316\u306b\u304a\u3044\u3066\u3001\u6700\u3082\u624b\u8efd\u306b\u6210\u679c\u304c\u5f97\u3089\u308c\u308b\u65b9\u6cd5\u306e\u3044\u304f\u3064\u304b\u306f\u3001\u51e6\u7406\u305d\u306e\u3082\u306e\u3092\u56de\u907f\u3059\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002.<\/p>\n

\u30e6\u30fc\u30b6\u30fc\u304c\u985e\u4f3c\u3057\u305f\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u7e70\u308a\u8fd4\u3057\u9001\u4fe1\u3059\u308b\u5834\u5408\u3084\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u540c\u3058\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u518d\u5229\u7528\u3059\u308b\u5834\u5408\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u7d50\u679c\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u5f79\u7acb\u3061\u307e\u3059\u3002\u4e00\u822c\u7684\u306a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u306e\u8cea\u554f\u306b\u3064\u3044\u3066\u306f\u3001\u5fc5\u305a\u3057\u3082\u63a8\u8ad6\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3092\u6700\u521d\u304b\u3089\u7d4c\u7531\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002.<\/p>\n

\u30de\u30a4\u30af\u30ed\u30bd\u30d5\u30c8\u306e\u63a8\u8ad6\u6700\u9069\u5316\u306b\u95a2\u3059\u308b\u53d6\u308a\u7d44\u307f\u3067\u306f\u3001\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u518d\u5229\u7528\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059 KV\u30ad\u30e3\u30c3\u30b7\u30e5<\/a> \u5171\u6709\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u306e\u72b6\u614b\u306b\u3064\u3044\u3066\u3067\u3059\u3002\u307e\u305f\u3001\u9577\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u3088\u3063\u3066\u9032\u884c\u4e2d\u306e\u30c7\u30b3\u30fc\u30c9\u51e6\u7406\u304c\u6ede\u308b\u306e\u3092\u9632\u3050\u306e\u306b\u5f79\u7acb\u3064\u300c\u30c1\u30e3\u30f3\u30af\u5358\u4f4d\u306e\u4e8b\u524d\u5165\u529b\u300d\u306b\u3064\u3044\u3066\u3082\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n

\u91cd\u8981\u306a\u70b9\u306f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6d3b\u7528\u306f\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u5fdc\u3058\u305f\u5224\u65ad\u3068\u3057\u3066\u6271\u3046\u3079\u304d\u3060\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u7e70\u308a\u8fd4\u3057\u51fa\u73fe\u3059\u308b\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u5834\u5408\u3084\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u540c\u3058\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u983b\u7e41\u306b\u518d\u5229\u7528\u3059\u308b\u5834\u5408\u306b\u3001\u305d\u306e\u52b9\u679c\u304c\u6700\u3082\u767a\u63ee\u3055\u308c\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u3084\u308a\u53d6\u308a\u306b\u7121\u95c7\u306b\u9069\u7528\u3059\u3079\u304d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002.<\/p>\n

\u30aa\u30d6\u30b6\u30fc\u30d0\u30d3\u30ea\u30c6\u30a3\u306b\u3088\u3063\u3066\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u30eb\u30fc\u30d7\u304c\u5b8c\u7d50\u3057\u307e\u3059\u3002\u30c1\u30fc\u30e0\u306f\u3001GPU\u306e\u4f7f\u7528\u7387\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u30c8\u30fc\u30af\u30f3\u306e\u6d88\u8cbb\u91cf\u3001\u30e1\u30e2\u30ea\u306e\u8ca0\u8377\u3001\u304a\u3088\u3073\u63a8\u8ad6\u5358\u4f4d\u3042\u305f\u308a\u306e\u30b3\u30b9\u30c8\u3092\u8ffd\u8de1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u53ef\u8996\u6027\u304c\u306a\u3051\u308c\u3070\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u6b63\u5e38\u306b\u52d5\u4f5c\u3057\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u3066\u3082\u3001AI\u63a8\u8ad6\u306e\u30b3\u30b9\u30c8\u304c\u5f90\u3005\u306b\u4e0a\u6607\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n

\u3053\u3053\u3067\u3001AI\u306e\u63a8\u8ad6\u52b9\u7387\u304c\u7d99\u7d9a\u7684\u306a\u7ba1\u7406\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002\u91cf\u5b50\u5316\u306b\u3088\u3063\u3066\u30e2\u30c7\u30eb\u306e\u30b3\u30b9\u30c8\u304c\u524a\u6e1b\u3055\u308c\u308b\u5834\u5408\u3067\u3082\u3001\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u306e\u5897\u52a0\u306b\u3088\u3063\u3066\u305d\u306e\u7bc0\u7d04\u52b9\u679c\u304c\u76f8\u6bba\u3055\u308c\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u65b0\u3057\u3044\u30e9\u30f3\u30bf\u30a4\u30e0\u306b\u3088\u3063\u3066\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u304c\u5411\u4e0a\u3057\u305f\u3068\u3057\u3066\u3082\u3001\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u304c\u4e0d\u9069\u5207\u3067\u3042\u308c\u3070\u3001\u9ad8\u4fa1\u306aGPU\u304c\u5341\u5206\u306b\u6d3b\u7528\u3055\u308c\u306a\u3044\u307e\u307e\u306b\u306a\u308b\u6050\u308c\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n

\u5927\u304d\u306a\u5909\u66f4\u3092\u884c\u3046\u305f\u3073\u306b\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u6e2c\u5b9a\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002.<\/p>\n

\u771f\u306e\u5229\u70b9\u306f\u3001\u63a8\u8ad6\u3092\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u6271\u3046\u3053\u3068\u306b\u3042\u308a\u307e\u3059<\/h2>\n

\"AI-Inference\"\u4f01\u696d\u304cAI\u63a8\u8ad6\u306e\u6700\u9069\u5316\u306b\u304a\u3044\u3066\u72af\u3057\u304c\u3061\u306a\u6700\u5927\u306e\u904e\u3061\u306f\u3001\u305d\u308c\u3092\u5358\u306a\u308b\u6280\u8853\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066\u6271\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u3067\u3059\u3002.<\/p>\n

\u91cf\u5b50\u5316\u3060\u3051\u3067\u306f\u3001\u30e1\u30e2\u30ea\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306f\u89e3\u6d88\u3055\u308c\u307e\u305b\u3093\u3002\u5b9f\u884c\u74b0\u5883\u304c\u6539\u5584\u3055\u308c\u305f\u3068\u3057\u3066\u3082\u3001\u904e\u5270\u306a\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066\u306f\u89e3\u6c7a\u3055\u308c\u307e\u305b\u3093\u3002 \u30a4\u30f3\u30d5\u30e9<\/a>. \u3088\u308a\u9ad8\u6027\u80fd\u306aGPU\u3092\u5c0e\u5165\u3057\u3066\u3082\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u304c\u4e0d\u9069\u5207\u306a\u554f\u984c\u306f\u89e3\u6c7a\u3055\u308c\u307e\u305b\u3093\u3002\u3069\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u304c\u7e70\u308a\u8fd4\u3057\u5b9f\u884c\u3055\u308c\u308b\u305f\u3081\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u6069\u6075\u3092\u53d7\u3051\u3089\u308c\u308b\u306e\u304b\u3092\u7406\u89e3\u3057\u3066\u3044\u306a\u3044\u9650\u308a\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u5c0e\u5165\u3057\u3066\u3082\u610f\u5473\u304c\u3042\u308a\u307e\u305b\u3093\u3002.<\/p>\n

 <\/p>\n

\u7d4c\u6e08\u6027\u306f\u3001\u30b5\u30fc\u30d3\u30f3\u30b0\u30fb\u30b9\u30bf\u30c3\u30af\u5168\u4f53\u306b\u308f\u305f\u3063\u3066\u5b58\u5728\u3057\u307e\u3059\u3002.<\/p>\n

\u30e2\u30c7\u30eb\u306e\u6700\u9069\u5316\u306b\u3088\u308a\u3001\u4f5c\u696d\u91cf\u304c\u524a\u6e1b\u3055\u308c\u307e\u3059\u3002\u5b9f\u884c\u6642\u306e\u6700\u9069\u5316\u306b\u3088\u308a\u3001\u305d\u306e\u4f5c\u696d\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u304c\u6539\u5584\u3055\u308c\u307e\u3059\u3002\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u9069\u6b63\u5316\u306b\u3088\u308a\u3001\u4f5c\u696d\u3092\u3069\u3053\u3067\u5b9f\u884c\u3059\u3079\u304d\u304b\u304c\u6c7a\u5b9a\u3055\u308c\u307e\u3059\u3002\u30ad\u30e3\u30c3\u30b7\u30e5\u6a5f\u80fd\u306b\u3088\u308a\u3001\u4e0d\u8981\u306a\u4f5c\u696d\u304c\u518d\u5ea6\u884c\u308f\u308c\u308b\u306e\u3092\u9632\u304e\u307e\u3059\u3002\u53ef\u89b3\u6e2c\u6027\u306b\u3088\u308a\u3001\u30c1\u30fc\u30e0\u306f\u3053\u308c\u3089\u306e\u6c7a\u5b9a\u304c\u5b9f\u969b\u306b\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u3064\u306a\u304c\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002.<\/p>\n

\u3060\u304b\u3089\u3053\u305d\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e\u6b21\u306e\u6bb5\u968e\u3067\u306f\u3001\u8ab0\u304c\u6700\u3082\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3067\u304d\u308b\u304b\u3068\u3044\u3046\u3088\u308a\u3082\u3001\u8ab0\u304c\u6709\u7528\u306a\u30e2\u30c7\u30eb\u3092\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3067\u304d\u308b\u304b\u306b\u3088\u3063\u3066\u8a55\u4fa1\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002AI\u63a8\u8ad6\u306e\u6700\u9069\u5316\u306f\u904b\u7528\u4e0a\u306e\u5c02\u9580\u5206\u91ce\u3068\u306a\u308a\u3064\u3064\u3042\u308a\u3001\u30b5\u30fc\u30d3\u30b9\u63d0\u4f9b\u306e\u7d4c\u6e08\u6027\u3092\u7121\u8996\u3059\u308b\u4f01\u696d\u306f\u3001\u6700\u7d42\u7684\u306b\u306fAI\u306e\u904b\u7528\u30b3\u30b9\u30c8\u304c\u3001\u305d\u306e\u69cb\u7bc9\u30b3\u30b9\u30c8\u3088\u308a\u3082\u91cd\u8981\u306b\u306a\u308b\u3053\u3068\u306b\u6c17\u3065\u304f\u3053\u3068\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002.<\/p>\n

 <\/p>\n

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

The expensive part of AI is no longer always the part that gets the most attention. Training a large model may consume enormous amounts of compute, but training eventually stops. Inference does not. Every customer query, document summary, recommendation, agent action or generated response puts the model back to work. That makes AI inference optimization an operating problem, not just an engineering exercise. The economics are also less straightforward than simply buying faster GPUs. Google Cloud describes inference as an efficient frontier where enterprises balance latency and throughput against a fixed infrastructure budget. The split matters too. Prefill is generally compute-bound, while decode is more dependent on memory bandwidth and […]<\/p>\n","protected":false},"author":8,"featured_media":38687,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"wprm-recipe-roundup-name":"","wprm-recipe-roundup-description":"","postBodyCss":"","postBodyMargin":[],"postBodyPadding":[],"postBodyBackground":{"backgroundType":"classic","gradient":""},"footnotes":""},"categories":[186,8098,85],"tags":[10587,1490,1389,5112,15249],"ppma_author":[11420],"class_list":["post-38569","post","type-post","status-publish","format-standard","has-post-thumbnail","category-ai","category-news-articles","category-tech","tag-ai-inference","tag-google-cloud","tag-nvidia","tag-production","tag-running-ai-models"],"yoast_head":"\nScaling AI Inference While Reducing Enterprise Costs<\/title>\n<meta name=\"description\" content=\"Enterprises are rethinking AI infrastructure and model deployment to reduce inference costs as AI workloads continue to scale.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/itbusinesstoday.com\/ja\/tech\/ai\/ai-inference-at-scale-how-enterprises-are-reducing-the-cost-of-running-ai-models\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Scaling AI Inference While Reducing Enterprise Costs\" \/>\n<meta property=\"og:description\" content=\"Enterprises are rethinking AI infrastructure and model deployment to reduce inference costs as AI workloads continue to scale.\" \/>\n<meta property=\"og:url\" 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