{"id":282,"date":"2026-10-14T07:03:26","date_gmt":"2026-10-14T07:03:26","guid":{"rendered":"https:\/\/www.morningstar-net.com\/?page_id=282"},"modified":"2026-10-14T07:59:24","modified_gmt":"2026-10-14T07:59:24","slug":"%e3%81%aa%e3%81%9c%e4%bb%8a%e3%80%81%e3%82%aa%e3%83%b3%e3%83%97%e3%83%ac%e3%83%9f%e3%82%b9ai%e3%81%aa%e3%81%ae%e3%81%8b%ef%bc%9f","status":"publish","type":"page","link":"https:\/\/www.morningstar-net.com\/?page_id=282&lang=ja","title":{"rendered":"\u306a\u305c\u4eca\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306a\u306e\u304b\uff1f"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">\u751f\u6210AI\u3092\u300c\u5229\u7528\u3059\u308b\u6642\u4ee3\u300d\u304b\u3089\u300c\u81ea\u3089\u5236\u5fa1\u3059\u308b\u6642\u4ee3\u300d\u3078<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>On-Premises AI Research Lab\uff5cResearch Report #001<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 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class=\"wp-block-paragraph\"><strong>\u4f01\u696d\u304cAI\u306b\u6c42\u3081\u308b\u5236\u5fa1\u306e\u6c34\u6e96\u306b\u3088\u3063\u3066\u3001\u9069\u5207\u306a\u904b\u7528\u65b9\u5f0f\u304c\u5909\u308f\u308b<\/strong>\u3068\u3044\u3046\u70b9\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u30c7\u30fc\u30bf\u3092\u5916\u90e8\u3078\u9001\u4fe1\u3057\u306a\u3044\u3053\u3068\u306b\u306f\u3001\u3069\u306e\u3088\u3046\u306a\u4fa1\u5024\u304c\u3042\u308b\u306e\u304b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u5fc5\u8981\u6027\u3092\u8003\u3048\u308b\u3046\u3048\u3067\u3001\u6700\u3082\u5206\u304b\u308a\u3084\u3059\u3044\u8ad6\u70b9\u304c\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u30af\u30e9\u30a6\u30c9AI\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u3001\u3053\u308c\u3089\u306e\u60c5\u5831\u304c\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u306e\u51e6\u7406\u74b0\u5883\u3078\u9001\u4fe1\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u5916\u90e8\u9001\u4fe1\u304c\u76f4\u3061\u306b\u4e0d\u9069\u5207\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u5411\u3051\u30af\u30e9\u30a6\u30c9AI\u306b\u306f\u3001\u30c7\u30fc\u30bf\u4fdd\u6301\u3001\u5b66\u7fd2\u5229\u7528\u3001\u6697\u53f7\u5316\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u51e6\u7406\u5730\u57df\u306a\u3069\u306b\u3064\u3044\u3066\u3001\u5951\u7d04\u4e0a\u30fb\u6280\u8853\u4e0a\u306e\u4fdd\u8b77\u63aa\u7f6e\u3092\u63d0\u4f9b\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u305f\u304c\u3063\u3066\u3001\u30af\u30e9\u30a6\u30c9AI\u306e\u5229\u7528\u53ef\u5426\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3001\u5951\u7d04\u6761\u4ef6\u3001\u6cd5\u4ee4\u3001\u7d44\u7e54\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u65b9\u91dd\u306b\u57fa\u3065\u3044\u3066\u5224\u65ad\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u308c\u3067\u3082\u3001\u7279\u5b9a\u306e\u60c5\u5831\u306b\u3064\u3044\u3066\u5916\u90e8\u9001\u4fe1\u3092\u8a8d\u3081\u306a\u3044\u7d44\u7e54\u3084\u3001\u5916\u90e8\u59d4\u8a17\u306b\u53b3\u3057\u3044\u5236\u7d04\u3092\u8a2d\u3051\u308b\u7d44\u7e54\u306f\u5b58\u5728\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u3088\u3046\u306a\u74b0\u5883\u3067\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u304c\u6709\u529b\u306a\u9078\u629e\u80a2\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u30e2\u30c7\u30eb\u3001\u63a8\u8ad6\u30b5\u30fc\u30d0\u3001\u691c\u7d22\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u696d\u52d9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7ba1\u7406\u5bfe\u8c61\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306b\u914d\u7f6e\u3059\u308b\u3053\u3068\u3067\u3001\u63a8\u8ad6\u51e6\u7406\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u5916\u90e8AI\u30b5\u30fc\u30d3\u30b9\u3078\u9001\u4fe1\u305b\u305a\u306b\u51e6\u7406\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3067\u3042\u308b\u3053\u3068\u81ea\u4f53\u304c\u5b89\u5168\u6027\u3092\u4fdd\u8a3c\u3059\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u9069\u5207\u306a\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3001\u8106\u5f31\u306a\u7ba1\u7406\u753b\u9762\u3001\u30e2\u30c7\u30eb\u3084\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u66f4\u65b0\u4e0d\u8db3\u3001\u30ed\u30b0\u3078\u306e\u6a5f\u5bc6\u60c5\u5831\u306e\u8a18\u9332\u306a\u3069\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u74b0\u5883\u3067\u3082\u554f\u984c\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u4fa1\u5024\u306f\u300c\u81ea\u52d5\u7684\u306b\u5b89\u5168\u306b\u306a\u308b\u3053\u3068\u300d\u3067\u306f\u306a\u304f\u3001\u300c\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u3092\u81ea\u3089\u8a2d\u8a08\u30fb\u7ba1\u7406\u3067\u304d\u308b\u3053\u3068\u300d\u306b\u3042\u308b\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8\u30e2\u30c7\u30eb\u304c\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u5b9f\u73fe\u53ef\u80fd\u6027\u3092\u9ad8\u3081\u3066\u3044\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u304c\u6ce8\u76ee\u3055\u308c\u308b\u3082\u3046\u4e00\u3064\u306e\u7406\u7531\u306f\u3001AI\u30e2\u30c7\u30eb\u3092\u81ea\u793e\u74b0\u5883\u3067\u5b9f\u884c\u3059\u308b\u305f\u3081\u306e\u9078\u629e\u80a2\u304c\u5897\u3048\u3066\u3044\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ee5\u524d\u306f\u3001\u9ad8\u6027\u80fd\u306a\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u5927\u898f\u6a21\u306a\u7814\u7a76\u958b\u767a\u8a2d\u5099\u3084\u5c02\u9580\u7684\u306a\u904b\u7528\u6280\u8853\u304c\u5fc5\u8981\u3060\u3063\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u5728\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u304c\u516c\u958b\u3055\u308c\u3001\u5229\u7528\u6761\u4ef6\u306b\u5f93\u3063\u3066\u81ea\u793e\u74b0\u5883\u3078\u914d\u7f6e\u3067\u304d\u308b\u30e2\u30c7\u30eb\u304c\u5b58\u5728\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306f\u4e00\u822c\u306b\u3001\u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8\u30e2\u30c7\u30eb\u3068\u547c\u3070\u308c\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8\u3068\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306f\u540c\u7fa9\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u3066\u3082\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3084\u5b66\u7fd2\u30b3\u30fc\u30c9\u304c\u516c\u958b\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u304c\u3042\u308b\u3002\u307e\u305f\u3001\u5546\u7528\u5229\u7528\u3084\u518d\u914d\u5e03\u306b\u5236\u9650\u304c\u8a2d\u3051\u3089\u308c\u3066\u3044\u308b\u5834\u5408\u3082\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u305f\u3081\u3001\u4f01\u696d\u304c\u63a1\u7528\u3059\u308b\u969b\u306b\u306f\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3060\u3051\u3067\u306a\u304f\u3001\u30e9\u30a4\u30bb\u30f3\u30b9\u6761\u4ef6\u306e\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u63a8\u8ad6\u57fa\u76e4\u306e\u9032\u6b69<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u3060\u3051\u3067\u306a\u304f\u3001\u63a8\u8ad6\u3092\u52b9\u7387\u5316\u3059\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3082\u767a\u5c55\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001vLLM\u306f\u3001LLM\u306e\u63a8\u8ad6\u51e6\u7406\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2023\u5e74\u306b\u767a\u8868\u3055\u308c\u305f\u8ad6\u6587&nbsp;<em>Efficient Memory Management for Large Language Model Serving with PagedAttention<\/em>&nbsp;\u3067\u306f\u3001KV\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u7ba1\u7406\u65b9\u5f0f\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3067\u3001LLM\u63a8\u8ad6\u306e\u51e6\u7406\u52b9\u7387\u3092\u9ad8\u3081\u308b\u624b\u6cd5\u304c\u793a\u3055\u308c\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u7814\u7a76\u306f\u3001\u540c\u3058GPU\u3092\u4f7f\u7528\u3057\u3066\u3044\u3066\u3082\u3001\u63a8\u8ad6\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u8a2d\u8a08\u306b\u3088\u3063\u3066\u51e6\u7406\u80fd\u529b\u304c\u5909\u308f\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c2\u8003\u8ad6\u6587\uff1a<br><a href=\"https:\/\/arxiv.org\/abs\/2309.06180?utm_source=chatgpt.com\">Kwon et al., 2023 \u2014 Efficient Memory Management for Large Language Model Serving with PagedAttention<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001Ray Serve\u3084Kubernetes\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u914d\u5099\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u51e6\u7406\u3001\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u3001\u969c\u5bb3\u5fa9\u65e7\u306a\u3069\u3092\u69cb\u6210\u3067\u304d\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u6280\u8853\u306b\u3088\u3063\u3066\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306f\u5358\u4e00\u306e\u30e2\u30c7\u30eb\u3092\u8d77\u52d5\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3068\u3057\u3066\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u5b9f\u884c\u306b\u306f\u4f9d\u7136\u3068\u3057\u3066\u9ad8\u4fa1\u306aGPU\u3084\u5c02\u9580\u7684\u306a\u904b\u7528\u6280\u8853\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u3059\u3079\u3066\u306e\u4f01\u696d\u304c\u5bb9\u6613\u306b\u5c0e\u5165\u3067\u304d\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u751f\u6210AI\u306e\u666e\u53ca\u306f\u3001AI\u30a4\u30f3\u30d5\u30e9\u306e\u9078\u629e\u3092\u91cd\u8981\u306a\u7d4c\u55b6\u8ab2\u984c\u306b\u3057\u3066\u3044\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u5fc5\u8981\u6027\u3092\u8003\u3048\u308b\u969b\u3001AI\u306e\u666e\u53ca\u72b6\u6cc1\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3082\u91cd\u8981\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30de\u30c3\u30ad\u30f3\u30bc\u30fc\u304c2025\u5e7411\u6708\u306b\u516c\u8868\u3057\u305f\u300cThe State of AI in 2025\u300d\u306b\u3088\u308b\u3068\u3001\u8abf\u67fb\u56de\u7b54\u8005\u306e88%\u304c\u3001\u81ea\u8eab\u306e\u6240\u5c5e\u7d44\u7e54\u3067\u5c11\u306a\u304f\u3068\u3082\u4e00\u3064\u306e\u696d\u52d9\u6a5f\u80fd\u306bAI\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u3068\u56de\u7b54\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001\u7d44\u7e54\u5168\u4f53\u3067AI\u306e\u5229\u7528\u3092\u672c\u683c\u7684\u306b\u62e1\u5927\u3067\u304d\u3066\u3044\u308b\u3068\u56de\u7b54\u3057\u305f\u5272\u5408\u306f\u7d043\u5206\u306e1\u306b\u3068\u3069\u307e\u308a\u3001\u5168\u9762\u7684\u306b\u5c55\u958b\u3067\u304d\u3066\u3044\u308b\u5272\u5408\u306f7%\u3060\u3063\u305f\u3002<a href=\"https:\/\/www.mckinsey.com\/featured-insights\/artificial-intelligence\/the-state-of-ai-2025?utm_source=chatgpt.com\">McKinsey &amp; Company<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8abf\u67fb\u304b\u3089\u5206\u304b\u308b\u306e\u306f\u3001AI\u3092\u4f7f\u3044\u59cb\u3081\u308b\u3053\u3068\u3068\u3001\u7d44\u7e54\u5168\u4f53\u3067\u5b89\u5b9a\u3057\u3066\u904b\u7528\u3059\u308b\u3053\u3068\u306e\u9593\u306b\u306f\u5927\u304d\u306a\u9694\u305f\u308a\u304c\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3060\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u3053\u306e\u6570\u5b57\u306f\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u9700\u8981\u3092\u76f4\u63a5\u793a\u3059\u3082\u306e\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u304cAI\u3092\u672c\u683c\u5c0e\u5165\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u696d\u52d9\u30d7\u30ed\u30bb\u30b9\u3001\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u306a\u3069\u3001\u8907\u6570\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306f\u3001\u305d\u306e\u4e00\u90e8\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306e\u9078\u629e\u80a2\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u30a4\u30f3\u30d5\u30e9\u306e\u9700\u8981\u3082\u62e1\u5927\u3057\u3066\u3044\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u56fd\u969b\u30a8\u30cd\u30eb\u30ae\u30fc\u6a5f\u95a2\uff08IEA\uff09\u306f\u30012025\u5e74\u306e\u5831\u544a\u66f8\u300cEnergy and AI\u300d\u306b\u304a\u3044\u3066\u3001\u4e16\u754c\u306e\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u96fb\u529b\u6d88\u8cbb\u91cf\u3092\u6b21\u306e\u3088\u3046\u306b\u63a8\u8a08\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5e74<\/th><th>\u4e16\u754c\u306e\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u96fb\u529b\u6d88\u8cbb\u91cf<\/th><\/tr><\/thead><tbody><tr><td>2024\u5e74<\/td><td>\u7d04415TWh<\/td><\/tr><tr><td>2030\u5e74<\/td><td>\u7d04945TWh\uff08\u57fa\u672c\u30b7\u30ca\u30ea\u30aa\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">2030\u5e74\u306e\u6570\u5024\u306f\u4e88\u6e2c\u3067\u3042\u308a\u3001AI\u306e\u666e\u53ca\u901f\u5ea6\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u52b9\u7387\u6539\u5584\u3001\u96fb\u529b\u4f9b\u7d66\u5236\u7d04\u306a\u3069\u306b\u3088\u3063\u3066\u5909\u5316\u3059\u308b\u3002<a href=\"https:\/\/www.iea.org\/reports\/energy-and-ai\/energy-demand-from-ai?utm_source=chatgpt.com\">IEA<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u6570\u5b57\u306f\u3001AI\u3092\u652f\u3048\u308b\u8a08\u7b97\u8cc7\u6e90\u306e\u91cd\u8981\u6027\u304c\u9ad8\u307e\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306e\u96fb\u529b\u9700\u8981\u304c\u5897\u3048\u308b\u3053\u3068\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u304c\u30af\u30e9\u30a6\u30c9AI\u3088\u308a\u512a\u308c\u3066\u3044\u308b\u3053\u3068\u306e\u8a3c\u660e\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3080\u3057\u308d\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u3092\u5c0e\u5165\u3059\u308b\u4f01\u696d\u306b\u3082\u3001\u96fb\u529b\u3001\u51b7\u5374\u3001\u8a2d\u5099\u5229\u7528\u7387\u3092\u8003\u616e\u3057\u305f\u5408\u7406\u7684\u306a\u8a2d\u8a08\u304c\u6c42\u3081\u3089\u308c\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306f\u3001\u672c\u5f53\u306b\u7d4c\u6e08\u7684\u306a\u306e\u304b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306b\u3064\u3044\u3066\u3001\u3057\u3070\u3057\u3070\u8b70\u8ad6\u3055\u308c\u308b\u306e\u304c\u30b3\u30b9\u30c8\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30af\u30e9\u30a6\u30c9AI\u3067\u306f\u3001\u4e00\u822c\u7684\u306bAPI\u306e\u5229\u7528\u91cf\u306a\u3069\u306b\u5fdc\u3058\u3066\u6599\u91d1\u304c\u767a\u751f\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u3067\u306f\u3001GPU\u30b5\u30fc\u30d0\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u96fb\u529b\u3001\u4fdd\u5b88\u3001\u904b\u7528\u4eba\u54e1\u306a\u3069\u306e\u8cbb\u7528\u304c\u767a\u751f\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u305f\u304c\u3063\u3066\u3001\u3069\u3061\u3089\u304c\u5b89\u3044\u304b\u306f\u3001\u5358\u7d14\u306b\u306f\u5224\u65ad\u3067\u304d\u306a\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30b9\u30c8\u69cb\u9020\u306e\u9055\u3044<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>\u30af\u30e9\u30a6\u30c9AI API<\/th><th>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI<\/th><\/tr><\/thead><tbody><tr><td>\u521d\u671f\u8a2d\u5099\u6295\u8cc7<\/td><td>\u901a\u5e38\u306f\u5c0f\u3055\u3044<\/td><td>\u5927\u304d\u304f\u306a\u308a\u3084\u3059\u3044<\/td><\/tr><tr><td>\u63a8\u8ad6\u8cbb\u7528<\/td><td>API\u6599\u91d1\u4f53\u7cfb\u306b\u4f9d\u5b58<\/td><td>\u8a2d\u5099\u30fb\u904b\u7528\u8cbb\u3068\u5229\u7528\u7387\u306b\u4f9d\u5b58<\/td><\/tr><tr><td>\u30e2\u30c7\u30eb\u66f4\u65b0<\/td><td>\u63d0\u4f9b\u8005\u304c\u7ba1\u7406<\/td><td>\u539f\u5247\u3068\u3057\u3066\u5229\u7528\u8005\u304c\u7ba1\u7406<\/td><\/tr><tr><td>\u8a2d\u5099\u7a3c\u50cd\u7387<\/td><td>\u5229\u7528\u8005\u304c\u76f4\u63a5\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u306f\u5c0f\u3055\u3044<\/td><td>\u53ce\u76ca\u6027\u30fb\u8cbb\u7528\u5bfe\u52b9\u679c\u306b\u5f71\u97ff<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u7ba1\u7406<\/td><td>\u30b5\u30fc\u30d3\u30b9\u30fb\u5951\u7d04\u6761\u4ef6\u306b\u4f9d\u5b58<\/td><td>\u81ea\u793e\u3067\u7ba1\u7406\u7bc4\u56f2\u3092\u8a2d\u8a08\u53ef\u80fd<\/td><\/tr><tr><td>\u969c\u5bb3\u5bfe\u5fdc<\/td><td>\u63d0\u4f9b\u8005\u3068\u5229\u7528\u8005\u3067\u8cac\u4efb\u5206\u62c5<\/td><td>\u81ea\u793e\u306e\u8cac\u4efb\u7bc4\u56f2\u304c\u5e83\u3044<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u7d4c\u6e08\u6027\u3092\u8003\u3048\u308b\u306b\u306f\u3001\u5c11\u306a\u304f\u3068\u3082\u6b21\u306e\u5f0f\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u51e6\u7406\u5358\u4fa1<\/strong>\\[ C_{\\mathrm{onprem}}= \\frac{C_{\\mathrm{hardware}}+C_{\\mathrm{power}}+C_{\\mathrm{cooling}}+C_{\\mathrm{operations}}+C_{\\mathrm{other}}} {N_{\\mathrm{successful\\ requests}}} \\]<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u5206\u6bcd\u3092\u5358\u306a\u308b\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3067\u306f\u306a\u304f\u3001\u54c1\u8cea\u8981\u4ef6\u3092\u6e80\u305f\u3057\u305f\u51e6\u7406\u4ef6\u6570\u3068\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b89\u4fa1\u306b\u5927\u91cf\u306e\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u3066\u3082\u3001\u6b63\u78ba\u6027\u304c\u4e0d\u5341\u5206\u3067\u3042\u308c\u3070\u696d\u52d9\u4e0a\u306e\u4fa1\u5024\u306f\u4f4e\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u3067\u306f\u8a2d\u5099\u5229\u7528\u7387\u304c\u91cd\u8981\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPU\u309224\u6642\u9593\u7a3c\u50cd\u3055\u305b\u3066\u3082\u3001\u5b9f\u969b\u306e\u5229\u7528\u304c\u5c11\u306a\u3051\u308c\u3070\u3001\u51e6\u74061\u4ef6\u5f53\u305f\u308a\u306e\u8cbb\u7528\u306f\u9ad8\u304f\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001\u5927\u91cf\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u7d99\u7d9a\u7684\u306b\u51e6\u7406\u3059\u308b\u5834\u5408\u3001\u8a2d\u5099\u8cbb\u3092\u591a\u304f\u306e\u51e6\u7406\u306b\u5206\u6563\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u304c\u7d4c\u6e08\u7684\u306b\u6709\u5229\u306b\u306a\u308b\u6761\u4ef6\u306f\u3001\u30e2\u30c7\u30eb\u6027\u80fd\u3001\u51e6\u7406\u91cf\u3001GPU\u5229\u7528\u7387\u3001\u904b\u7528\u8cbb\u7528\u306b\u3088\u3063\u3066\u6c7a\u307e\u308b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u6761\u4ef6\u3092\u5b9f\u6e2c\u3067\u660e\u3089\u304b\u306b\u3059\u308b\u3053\u3068\u304c\u3001\u4eca\u5f8c\u306e\u91cd\u8981\u306a\u7814\u7a76\u8ab2\u984c\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">6. \u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306b\u3082\u9650\u754c\u304c\u3042\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u53ef\u80fd\u6027\u3092\u6b63\u3057\u304f\u8a55\u4fa1\u3059\u308b\u306b\u306f\u3001\u305d\u306e\u5f31\u70b9\u3082\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.1 \u6700\u5148\u7aef\u30e2\u30c7\u30eb\u3068\u306e\u6027\u80fd\u5dee<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5546\u7528\u30af\u30e9\u30a6\u30c9AI\u306b\u306f\u3001\u9ad8\u6027\u80fd\u306a\u72ec\u81ea\u30e2\u30c7\u30eb\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u74b0\u5883\u3067\u5b9f\u884c\u3067\u304d\u308b\u30e2\u30c7\u30eb\u304c\u3001\u3059\u3079\u3066\u306e\u7528\u9014\u3067\u305d\u308c\u3089\u3068\u540c\u7b49\u306e\u6027\u80fd\u3092\u6301\u3064\u3068\u306f\u9650\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7279\u306b\u3001\u9ad8\u5ea6\u306a\u63a8\u8ad6\u3001\u8907\u96d1\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3001\u9577\u6587\u51e6\u7406\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u51e6\u7406\u306a\u3069\u3067\u306f\u3001\u7528\u9014\u3054\u3068\u306e\u6bd4\u8f03\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.2 \u8a2d\u5099\u6295\u8cc7\u3068\u904b\u7528\u8ca0\u62c5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u898f\u6a21\u306aAI\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u5341\u5206\u306aGPU\u30e1\u30e2\u30ea\u3001\u8a08\u7b97\u80fd\u529b\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6027\u80fd\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30e2\u30c7\u30eb\u306e\u914d\u5099\u3001\u76e3\u8996\u3001\u66f4\u65b0\u3001\u969c\u5bb3\u5bfe\u5fdc\u3092\u7d99\u7d9a\u3059\u308b\u305f\u3081\u306e\u5c02\u9580\u77e5\u8b58\u3082\u6c42\u3081\u3089\u308c\u308b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.3 \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8cac\u4efb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u3067\u306f\u3001\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u3078\u306e\u30c7\u30fc\u30bf\u9001\u4fe1\u3092\u6291\u5236\u3067\u304d\u308b\u4e00\u65b9\u3001\u81ea\u793e\u3067\u7ba1\u7406\u3059\u3079\u304d\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9818\u57df\u304c\u5897\u3048\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NIST\u306e\u300cAI Risk Management Framework: Generative AI Profile\u300d\u306f\u3001\u751f\u6210AI\u306e\u30ea\u30b9\u30af\u7ba1\u7406\u306b\u3064\u3044\u3066\u3001\u6280\u8853\u3060\u3051\u3067\u306a\u304f\u7d44\u7e54\u7684\u306a\u7ba1\u7406\u3001\u8a55\u4fa1\u3001\u7d99\u7d9a\u7684\u306a\u5bfe\u5fdc\u306e\u91cd\u8981\u6027\u3092\u793a\u3057\u3066\u3044\u308b\u3002<a href=\"https:\/\/www.nist.gov\/publications\/artificial-intelligence-risk-management-framework-generative-artificial-intelligence?utm_source=chatgpt.com\">NIST<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.4 \u6280\u8853\u306e\u9673\u8150\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u30e2\u30c7\u30eb\u3068GPU\u6280\u8853\u306f\u6025\u901f\u306b\u9032\u6b69\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9ad8\u984d\u306aGPU\u30b5\u30fc\u30d0\u3092\u8cfc\u5165\u3057\u3066\u3082\u3001\u6570\u5e74\u5f8c\u306b\u540c\u3058\u8a2d\u5099\u304c\u7af6\u4e89\u529b\u3092\u7dad\u6301\u3067\u304d\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u305f\u304c\u3063\u3066\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u5c0e\u5165\u5224\u65ad\u3067\u306f\u3001\u73fe\u5728\u306e\u6027\u80fd\u3060\u3051\u3067\u306a\u304f\u3001\u8a2d\u5099\u306e\u66f4\u65b0\u5468\u671f\u3084\u5c06\u6765\u306e\u30e2\u30c7\u30eb\u8981\u4ef6\u3082\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">7. \u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u5c06\u6765\u306f\u3001\u30af\u30e9\u30a6\u30c9AI\u3068\u306e\u5171\u5b58\u306b\u3042\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u3053\u307e\u3067\u306e\u8b70\u8ad6\u304b\u3089\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u304c\u3059\u3079\u3066\u306e\u4f01\u696d\u306b\u5fc5\u8981\u3068\u3044\u3046\u7d50\u8ad6\u306b\u306f\u306a\u3089\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u5bc6\u6027\u306e\u4f4e\u3044\u696d\u52d9\u3084\u3001\u5229\u7528\u983b\u5ea6\u306e\u5c11\u306a\u3044\u696d\u52d9\u3067\u306f\u3001\u30af\u30e9\u30a6\u30c9AI\u304c\u5408\u7406\u7684\u306a\u9078\u629e\u3068\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u6700\u5148\u7aef\u306e\u30e2\u30c7\u30eb\u3092\u7d99\u7d9a\u7684\u306b\u5229\u7528\u3057\u305f\u3044\u5834\u5408\u3001\u30af\u30e9\u30a6\u30c9AI\u306e\u65b9\u304c\u904b\u7528\u8ca0\u62c5\u3092\u6291\u3048\u3089\u308c\u308b\u53ef\u80fd\u6027\u3082\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u306b\u53b3\u3057\u3044\u8981\u4ef6\u304c\u3042\u308b\u5834\u5408\u3084\u3001\u5927\u91cf\u306e\u63a8\u8ad6\u51e6\u7406\u3092\u7d99\u7d9a\u7684\u306b\u5b9f\u884c\u3059\u308b\u5834\u5408\u306b\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u3092\u691c\u8a0e\u3059\u308b\u4fa1\u5024\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3055\u3089\u306b\u3001\u4e21\u8005\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9AI\u3082\u91cd\u8981\u306a\u9078\u629e\u80a2\u3068\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u60c5\u5831\u306f\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u3067\u51e6\u7406\u3057\u3001\u5916\u90e8\u9001\u4fe1\u304c\u8a31\u53ef\u3055\u308c\u305f\u4e00\u822c\u7684\u306a\u51e6\u7406\u306b\u306f\u30af\u30e9\u30a6\u30c9AI\u3092\u5229\u7528\u3059\u308b\u69cb\u6210\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3060\u3057\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u69cb\u6210\u3067\u3082\u3001\u5916\u90e8\u3078\u9001\u4fe1\u3059\u308b\u30c7\u30fc\u30bf\u306e\u5206\u985e\u3084\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c06\u6765\u306eAI\u57fa\u76e4\u306b\u6c42\u3081\u3089\u308c\u308b\u306e\u306f\u3001\u7279\u5b9a\u306e\u5b9f\u884c\u65b9\u5f0f\u306b\u56fa\u5b9a\u3055\u308c\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u696d\u52d9\u3001\u30c7\u30fc\u30bf\u3001\u54c1\u8cea\u3001\u30b3\u30b9\u30c8\u3001\u30ea\u30b9\u30af\u306b\u5fdc\u3058\u3066\u3001\u9069\u5207\u306aAI\u5b9f\u884c\u74b0\u5883\u3092\u9078\u629e\u3067\u304d\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">8. \u4eca\u5f8c\u306e\u7814\u7a76\uff1a\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u5b9f\u7528\u6027\u3092\u5b9f\u6e2c\u3059\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7a3f\u3067\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u3092\u691c\u8a0e\u3059\u308b\u7406\u7531\u3092\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u904b\u7528\u4e0a\u306e\u5236\u5fa1\u3001\u6280\u8853\u306e\u9032\u6b69\u3001\u7d4c\u6e08\u6027\u306e\u89b3\u70b9\u304b\u3089\u6574\u7406\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3057\u304b\u3057\u3001\u3053\u308c\u3089\u306f\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u512a\u4f4d\u6027\u3092\u5b9f\u8a3c\u3057\u305f\u3082\u306e\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u969b\u306b\u5c0e\u5165\u3059\u308b\u4fa1\u5024\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u306b\u306f\u3001\u5177\u4f53\u7684\u306a\u30e2\u30c7\u30eb\u3001GPU\u3001\u63a8\u8ad6\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u4f7f\u7528\u3057\u305f\u691c\u8a3c\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7814\u7a76\u3067\u306f\u3001\u4eca\u5f8c\u3001NVIDIA H200\u306a\u3069\u306eGPU\u74b0\u5883\u3092\u5229\u7528\u3057\u3001\u6b21\u306e\u9805\u76ee\u3092\u6e2c\u5b9a\u3059\u308b\u4e88\u5b9a\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u8a55\u4fa1\u9805\u76ee<\/th><th>\u6e2c\u5b9a\u5185\u5bb9<\/th><\/tr><\/thead><tbody><tr><td>\u30e2\u30c7\u30eb\u6027\u80fd<\/td><td>\u540c\u4e00\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u56de\u7b54\u54c1\u8cea\u30fb\u6b63\u78ba\u6027<\/td><\/tr><tr><td>\u63a8\u8ad6\u901f\u5ea6<\/td><td>TTFT\u3001\u751f\u6210\u901f\u5ea6\u3001\u51e6\u7406\u6642\u9593<\/td><\/tr><tr><td>\u540c\u6642\u51e6\u7406\u80fd\u529b<\/td><td>\u540c\u6642\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8<\/td><\/tr><tr><td>GPU\u52b9\u7387<\/td><td>GPU\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3001\u7a3c\u50cd\u7387<\/td><\/tr><tr><td>\u7d4c\u6e08\u6027<\/td><td>\u51e6\u7406\u5358\u4fa1\u3001\u8a2d\u5099\u5229\u7528\u7387\u3001\u7dcf\u4fdd\u6709\u30b3\u30b9\u30c8<\/td><\/tr><tr><td>\u904b\u7528\u6027<\/td><td>\u30e2\u30c7\u30eb\u66f4\u65b0\u3001\u969c\u5bb3\u5fa9\u65e7\u3001\u76e3\u8996<\/td><\/tr><tr><td>\u81ea\u5f8b\u6027<\/td><td>\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u3078\u306e\u4f9d\u5b58\u95a2\u4fc2<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u6e2c\u7d50\u679c\u3068\u63a8\u8a08\u5024\u306f\u660e\u78ba\u306b\u533a\u5225\u3057\u3001\u53ef\u80fd\u306a\u7bc4\u56f2\u3067\u518d\u73fe\u624b\u9806\u3092\u516c\u958b\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u304c\u30af\u30e9\u30a6\u30c9AI\u306b\u52a3\u308b\u7d50\u679c\u304c\u5f97\u3089\u308c\u305f\u5834\u5408\u3082\u3001\u305d\u306e\u6761\u4ef6\u3068\u539f\u56e0\u3092\u5831\u544a\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u7814\u7a76\u306e\u76ee\u7684\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306e\u512a\u4f4d\u6027\u3092\u8a3c\u660e\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u3069\u306e\u3088\u3046\u306a\u6761\u4ef6\u3067\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u304c\u5408\u7406\u7684\u306a\u9078\u629e\u306b\u306a\u308b\u306e\u304b\u3092\u3001\u691c\u8a3c\u53ef\u80fd\u306a\u8a3c\u62e0\u306b\u3088\u3063\u3066\u660e\u3089\u304b\u306b\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u308f\u308a\u306b\uff1aAI\u3092\u5229\u7528\u3059\u308b\u81ea\u7531\u304b\u3089\u3001AI\u3092\u9078\u629e\u3059\u308b\u81ea\u7531\u3078<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u751f\u6210AI\u306f\u3001\u4f01\u696d\u306e\u696d\u52d9\u3084\u793e\u4f1a\u306e\u4ed5\u7d44\u307f\u306b\u7d44\u307f\u8fbc\u307e\u308c\u59cb\u3081\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u5f8c\u3001AI\u304c\u3088\u308a\u91cd\u8981\u306a\u5f79\u5272\u3092\u62c5\u3046\u3088\u3046\u306b\u306a\u308c\u3070\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u5b9f\u884c\u74b0\u5883\u3092\u8ab0\u304c\u7ba1\u7406\u3059\u308b\u306e\u304b\u3068\u3044\u3046\u554f\u984c\u3082\u91cd\u8981\u306b\u306a\u308b\u3060\u308d\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30af\u30e9\u30a6\u30c9AI\u306f\u3001\u9ad8\u5ea6\u306aAI\u6280\u8853\u3092\u591a\u304f\u306e\u4eba\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u4fa1\u5024\u306f\u5927\u304d\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u65b9\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306f\u3001\u4f01\u696d\u3084\u7d44\u7e54\u304c\u81ea\u3089\u306e\u8981\u4ef6\u306b\u5408\u308f\u305b\u3066AI\u3092\u7ba1\u7406\u30fb\u904b\u7528\u3059\u308b\u305f\u3081\u306e\u9078\u629e\u80a2\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e2\u3064\u306f\u5bfe\u7acb\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cd\u8981\u306a\u306e\u306f\u3001AI\u3092\u30af\u30e9\u30a6\u30c9\u3067\u4f7f\u3046\u304b\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3067\u52d5\u304b\u3059\u304b\u3092\u3001\u81ea\u3089\u306e\u8981\u4ef6\u3068\u691c\u8a3c\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u9078\u629e\u3067\u304d\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u6280\u8853\u7684\u306a\u53ef\u80fd\u6027\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u969b\u306e\u6027\u80fd\u3001\u54c1\u8cea\u3001\u7d4c\u6e08\u6027\u3001\u904b\u7528\u4e0a\u306e\u5236\u7d04\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306f\u3001\u672c\u5f53\u306b\u30af\u30e9\u30a6\u30c9AI\u306e\u4ee3\u66ff\u306b\u306a\u308c\u308b\u306e\u304b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3069\u306e\u7a0b\u5ea6\u306eGPU\u304c\u5fc5\u8981\u306a\u306e\u304b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3069\u306e\u3088\u3046\u306a\u7528\u9014\u3067\u3001\u305d\u306e\u4fa1\u5024\u304c\u6700\u5927\u306b\u306a\u308b\u306e\u304b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u554f\u3044\u306b\u5bfe\u3057\u3001\u4eca\u5f8c\u3001\u5b9f\u969b\u306eGPU\u74b0\u5883\u3092\u4f7f\u3063\u3066\u691c\u8a3c\u3057\u3066\u3044\u304f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6b21\u56de\uff1aResearch Report #002\u300cH200\u3067\u30aa\u30fc\u30d7\u30f3\u30a6\u30a7\u30a4\u30c8LLM\u3092\u52d5\u304b\u3059\u3068\u3001\u4f55\u304c\u3067\u304d\u308b\u306e\u304b\uff1f\u300d<\/strong><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u53c2\u8003\u6587\u732e\u30fb\u8cc7\u6599<\/h3>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>McKinsey &amp; Company (2025).&nbsp;<a href=\"https:\/\/www.mckinsey.com\/featured-insights\/artificial-intelligence\/the-state-of-ai-2025?utm_source=chatgpt.com\">The State of AI in 2025: Agents, Innovation, and Transformation<\/a>. \u4f01\u696d\u306b\u304a\u3051\u308bAI\u5229\u7528\u3068\u672c\u683c\u5c0e\u5165\u306e\u72b6\u6cc1\u3002<\/li>\n\n\n\n<li>NIST (2024).&nbsp;<a href=\"https:\/\/doi.org\/10.6028\/NIST.AI.600-1\">Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile<\/a>. \u751f\u6210AI\u306e\u30ea\u30b9\u30af\u7ba1\u7406\u3002<\/li>\n\n\n\n<li>IEA (2025).&nbsp;<a href=\"https:\/\/www.iea.org\/reports\/energy-and-ai\">Energy and AI<\/a>. AI\u30fb\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306e\u96fb\u529b\u9700\u8981\u3002<\/li>\n\n\n\n<li>Kwon et al. (2023).&nbsp;<a href=\"https:\/\/arxiv.org\/abs\/2309.06180?utm_source=chatgpt.com\">Efficient Memory Management for Large Language Model Serving with PagedAttention<\/a>. LLM\u63a8\u8ad6\u306e\u30e1\u30e2\u30ea\u7ba1\u7406\u3068\u52b9\u7387\u5316\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/github.com\/vllm-project\/vllm\">vLLM Project<\/a>. \u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\u63a8\u8ad6\u57fa\u76e4\u3002<\/li>\n\n\n\n<li><a href=\"https:\/\/docs.ray.io\/en\/latest\/serve\/index.html\">Ray Serve Documentation<\/a>. \u5206\u6563\u63a8\u8ad6\u30fb\u30e2\u30c7\u30eb\u63d0\u4f9b\u57fa\u76e4\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u751f\u6210AI\u3092\u300c\u5229\u7528\u3059\u308b\u6642\u4ee3\u300d\u304b\u3089\u300c\u81ea\u3089\u5236\u5fa1\u3059\u308b\u6642\u4ee3\u300d\u3078 On-Premises AI Research Lab\uff5cResearch Report #001 \u306f\u3058\u3081\u306b\uff1a\u751f\u6210AI\u306e\u6b21\u306e\u7af6\u4e89\u306f\u3001\u3069\u3053\u3067\u8d77\u304d\u308b\u306e\u304b ChatGPT\u3001C &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/www.morningstar-net.com\/?page_id=282&#038;lang=ja\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;\u306a\u305c\u4eca\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9AI\u306a\u306e\u304b\uff1f&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":284,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-282","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/www.morningstar-net.com\/index.php?rest_route=\/wp\/v2\/pages\/282","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.morningstar-net.com\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.morningstar-net.com\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.morningstar-net.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.morningstar-net.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=282"}],"version-history":[{"count":3,"href":"https:\/\/www.morningstar-net.com\/index.php?rest_route=\/wp\/v2\/pages\/282\/revisions"}],"predecessor-version":[{"id":289,"href":"https:\/\/www.morningstar-net.com\/index.php?rest_route=\/wp\/v2\/pages\/282\/revisions\/289"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.morningstar-net.com\/index.php?rest_route=\/wp\/v2\/media\/284"}],"wp:attachment":[{"href":"https:\/\/www.morningstar-net.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=282"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}