{"id":22128,"date":"2026-11-12T15:00:00","date_gmt":"2026-11-12T14:00:00","guid":{"rendered":"https:\/\/webhosting.de\/?p=22128"},"modified":"2026-11-05T08:25:52","modified_gmt":"2026-11-05T07:25:52","slug":"%e3%83%9b%e3%82%b9%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%e3%80%81ki%e3%80%81%e3%82%a2%e3%83%97%e3%83%aa%e3%82%b1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%80%81cpu%e3%80%81gpu%e3%80%81%e3%82%b9%e3%83%88","status":"publish","type":"post","link":"https:\/\/webhosting.de\/ja\/hosting-ki-anwendungen-cpu-gpu-storage\/","title":{"rendered":"AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\uff1aCPU\u3001GPU\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u5bb9\u91cf\u8a2d\u5b9a"},"content":{"rendered":"<div class=\"wh-article\" data-wh-layout=\"2.1.2\" style=\"width:100%;max-width:820px;margin:0 auto;color:#263b4b;font-family:inherit;font-size:18px;line-height:1.8;text-align:start;overflow-wrap:break-word;box-sizing:border-box\"><p class=\"wh-lead\" style=\"font-size:20px;line-height:1.7;color:#233746;margin:0 0 1.1em\">AI\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u306e\u5834\u5408\u3001\u5177\u4f53\u7684\u306a\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u3088\u3063\u3066\u3001\u5fc5\u8981\u306aCPU\u6027\u80fd\u3001GPU\u30e1\u30e2\u30ea\u3001\u304a\u3088\u3073\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u5bb9\u91cf\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002 <strong style=\"font-weight:700;color:inherit\">\u30e2\u30c7\u30eb\u3001\u7cbe\u5ea6\u3001\u4e26\u884c\u6027<\/strong> \u3053\u308c\u3089\u306f\u3001\u5fdc\u7b54\u6642\u9593\u3084\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3068\u540c\u69d8\u306b\u91cd\u8981\u3067\u3059\u3002 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aria-label=\"\u3053\u306e\u8a18\u4e8b\u306e\u5185\u5bb9\" style=\"display:block;margin:28px 0 38px;padding:22px;border:1px solid #d9e4e8;border-radius:14px;background:#f4f8f8\"><p class=\"wh-toc-title\" style=\"font-size:13px;font-weight:700;letter-spacing:.08em;color:#49656b;margin:0 0 14px\">\u305d\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3078\u76f4\u63a5\u79fb\u52d5<\/p><div class=\"wh-toc-grid\" style=\"display:grid;grid-template-columns:repeat(auto-fit,minmax(min(100%,280px),1fr));gap:10px\"><div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#workload-anforderungen\" style=\"display:block;height:100%;padding:12px 15px;border:1px solid #dce6e8;border-radius:9px;background:#fff;color:#18575b;font-size:14px;line-height:1.5;font-weight:600;text-decoration:none;box-sizing:border-box\">\u307e\u305aAI\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u7d5e\u308a\u8fbc\u3080<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#cpu-ram-datenzufuhr\" style=\"display:block;height:100%;padding:12px 15px;border:1px solid #dce6e8;border-radius:9px;background:#fff;color:#18575b;font-size:14px;line-height:1.5;font-weight:600;text-decoration:none;box-sizing:border-box\">\u958b\u767a\u4e2d\u306eCPU\u3068RAM<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#gpu-vram-grundlagen\" style=\"display:block;height:100%;padding:12px 15px;border:1px solid #dce6e8;border-radius:9px;background:#fff;color:#18575b;font-size:14px;line-height:1.5;font-weight:600;text-decoration:none;box-sizing:border-box\">GPU\u3068VRAM\u3092\u6b63\u3057\u304f\u7406\u89e3\u3059\u308b<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#speicher-rechenbeispiel\" style=\"display:block;height:100%;padding:12px 15px;border:1px solid #dce6e8;border-radius:9px;background:#fff;color:#18575b;font-size:14px;line-height:1.5;font-weight:600;text-decoration:none;box-sizing:border-box\">\u30e2\u30c7\u30eb\u30e1\u30e2\u30ea\u306e\u6982\u7b97\u3092\u7b97\u51fa\u3059\u308b<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#workloads-vergleichen\" style=\"display:block;height:100%;padding:12px 15px;border:1px solid #dce6e8;border-radius:9px;background:#fff;color:#18575b;font-size:14px;line-height:1.5;font-weight:600;text-decoration:none;box-sizing:border-box\">\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3068\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306e\u6bd4\u8f03<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#storage-netzwerk-planen\" style=\"display:block;height:100%;padding:12px 15px;border:1px solid #dce6e8;border-radius:9px;background:#fff;color:#18575b;font-size:14px;line-height:1.5;font-weight:600;text-decoration:none;box-sizing:border-box\">\u30b9\u30c8\u30ec\u30fc\u30b8\u3068GPU\u306e\u63a5\u7d9a\u3092\u8a08\u753b\u3059\u308b<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#messung-fehlersuche\" style=\"display:block;height:100%;padding:12px 15px;border:1px solid #dce6e8;border-radius:9px;background:#fff;color:#18575b;font-size:14px;line-height:1.5;font-weight:600;text-decoration:none;box-sizing:border-box\">\u8ca0\u8377\u6642\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u7279\u5b9a\u3059\u308b<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#betrieb-wiederherstellung\" style=\"display:block;height:100%;padding:12px 15px;border:1px solid #dce6e8;border-radius:9px;background:#fff;color:#18575b;font-size:14px;line-height:1.5;font-weight:600;text-decoration:none;box-sizing:border-box\">AI\u30a4\u30f3\u30d5\u30e9\u3092\u5b89\u5b9a\u3057\u3066\u904b\u7528\u3059\u308b<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#hosting-entscheidung\" style=\"display:block;height:100%;padding:12px 15px;border:1px solid #dce6e8;border-radius:9px;background:#fff;color:#18575b;font-size:14px;line-height:1.5;font-weight:600;text-decoration:none;box-sizing:border-box\">\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30e2\u30c7\u30eb\u3068GPU\u30b5\u30fc\u30d0\u30fc\u306e\u9078\u629e<\/a><\/div>\n<\/div><\/nav><section class=\"wh-section\" aria-labelledby=\"workload-anforderungen\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"workload-anforderungen\" style=\"margin:38px 0 18px;color:#172f41;font-size:clamp(24px,1.25rem + 1vw,30px);font-weight:700;line-height:1.3;scroll-margin-top:115px\">\u307e\u305aAI\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u7d5e\u308a\u8fbc\u3080<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u9078\u5b9a\u306f\u3001\u7279\u5b9a\u306eGPU\u304b\u3089\u59cb\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u8ab2\u984c\u304b\u3089\u59cb\u3081\u308b\u3082\u306e\u3067\u3059\u3002 <strong style=\"font-weight:700;color:inherit\">\u63a8\u8ad6<\/strong> 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1.1em;font-size:inherit;line-height:inherit\">\u3053\u308c\u3089\u306e\u76ee\u6a19\u306b\u3088\u308a\u3001\u8ca0\u8377\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u306f\u305d\u308c\u305e\u308c\u7570\u306a\u308a\u307e\u3059\u3002\u30c1\u30e3\u30c3\u30c8\u30b5\u30fc\u30d3\u30b9\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u5fdc\u7b54\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b8\u30e7\u30d6\u306f\u9577\u6642\u9593\u306b\u308f\u305f\u3063\u3066\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u4e2d\u9593\u7d50\u679c\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002 <strong style=\"font-weight:700;color:inherit\">AI\u30db\u30b9\u30c6\u30a3\u30f3\u30b0<\/strong> 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1.1em;font-size:inherit;line-height:inherit\">\u307e\u305f\u3001\u3069\u306e\u30c7\u30fc\u30bf\u304c\u51e6\u7406\u3055\u308c\u308b\u304b\u3001\u305d\u306e\u4fdd\u5b58\u5834\u6240\u3001\u5fc5\u8981\u306a\u53ef\u7528\u6027\u304a\u3088\u3073\u5fa9\u65e7\u6642\u9593\u306b\u3064\u3044\u3066\u3082\u660e\u78ba\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u904b\u7528\u76ee\u6a19\u306f\u3001\u5358\u4e00\u306e\u30b5\u30fc\u30d0\u30fc\u3092\u63a1\u7528\u3059\u308b\u304b\u3001\u3088\u308a\u8907\u96d1\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3059\u308b\u304b\u3068\u3044\u3046\u9078\u629e\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u4eee\u5b9a\u306f\u3042\u304f\u307e\u3067\u51fa\u767a\u70b9\u306b\u904e\u304e\u305a\u3001\u305d\u308c\u304c\u59a5\u5f53\u304b\u3069\u3046\u304b\u306f\u3001\u4ee3\u8868\u7684\u306a\u8ca0\u8377\u3092\u304b\u3051\u305f\u691c\u8a3c\u3092\u884c\u3063\u3066\u521d\u3081\u3066\u5224\u660e\u3057\u307e\u3059\u3002<\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"cpu-ram-datenzufuhr\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"cpu-ram-datenzufuhr\" style=\"margin:38px 0 18px;color:#172f41;font-size:clamp(24px,1.25rem + 1vw,30px);font-weight:700;line-height:1.3;scroll-margin-top:115px\">\u958b\u767a\u4e2d\u306eCPU\u3068RAM<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30e2\u30c7\u30eb\u304cGPU\u4e0a\u3067\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3067\u3082\u3001CPU\u306f\u30c7\u30fc\u30bf\u30d1\u30b9\u306b\u6cbf\u3063\u3066\u9023\u643a\u3057\u3066\u52d5\u4f5c\u3057\u307e\u3059\u3002CPU\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u53d7\u3051\u4ed8\u3051\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u30c8\u30fc\u30af\u30f3\u5316\u3057\u3001\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u3001\u30e2\u30c7\u30eb\u51e6\u7406\u306e\u305f\u3081\u306e\u5165\u529b\u3092\u6e96\u5099\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u6e96\u5099\u4f5c\u696d\u304c\u9045\u3059\u304e\u308b\u3068\u3001GPU\u306f\u51e6\u7406\u3092\u5f85\u305f\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u3001\u3088\u308a\u9ad8\u6027\u80fd\u306a\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30bf\u3092\u5c0e\u5165\u3057\u3066\u3082\u3001\u5fc5\u305a\u3057\u3082\u305d\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u89e3\u6d88\u3055\u308c\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u4edd <strong style=\"font-weight:700;color:inherit\">\u30ef\u30fc\u30ad\u30f3\u30b0\u30e1\u30e2\u30ea<\/strong> \u7528\u9014\u306b\u5fdc\u3058\u3066\u3001\u30e2\u30c7\u30eb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3001\u524d\u51e6\u7406\u6e08\u307f\u306e\u30c7\u30fc\u30bf\u3001\u30d5\u30a1\u30a4\u30eb\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u683c\u7d0d\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u5909\u63db\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u7528\u306e\u30e1\u30e2\u30ea\u3082\u5fc5\u8981\u3067\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u3060\u3051\u3067\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u5b8c\u6210\u3057\u305f\u30d0\u30c3\u30c1\u306b\u81f3\u308b\u307e\u3067\u306e\u30d7\u30ed\u30bb\u30b9\u3082\u8a08\u753b\u3057\u3001\u51e6\u7406\u306e\u30d4\u30fc\u30af\u6642\u306b\u5099\u3048\u3066\u5341\u5206\u306a\u4f59\u88d5\u3092\u78ba\u4fdd\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">PyTorch\u306eDataLoader\u306f\u3001\u8907\u6570\u306e\u30ef\u30fc\u30ab\u30fc\u3092\u5229\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u4e26\u5217\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30ef\u30fc\u30ab\u30fc\u304c\u5897\u3048\u308b\u3068\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3082\u5897\u52a0\u3057\u3001\u5171\u6709\u30e1\u30e2\u30ea\u9818\u57df\u304c\u4e0d\u8db3\u3059\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u4e00\u5f8b\u306e\u63a8\u5968\u5024\u3092\u63a1\u7528\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30ef\u30fc\u30ab\u30fc\u306e\u6570\u3092\u6bb5\u968e\u7684\u306b\u5897\u3084\u3057\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf\u306e\u5f85\u3061\u6642\u9593\u3084\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3092\u6ce8\u610f\u6df1\u304f\u76e3\u8996\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">CPU\u30b3\u30a2\u6570\u304c\u5897\u3048\u308b\u3053\u3068\u306f\u3001\u7279\u306b\u51e6\u7406\u5bfe\u8c61\u306e\u30bf\u30b9\u30af\u3092\u4e26\u5217\u5b9f\u884c\u3067\u304d\u308b\u5834\u5408\u306b\u52b9\u679c\u3092\u767a\u63ee\u3057\u307e\u3059\u3002\u4e00\u65b9\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3001\u5358\u4e00\u306e\u51e6\u7406\u30b9\u30c6\u30c3\u30d7\u3001\u3042\u308b\u3044\u306fGPU\u81ea\u4f53\u304c\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u5236\u9650\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u30b3\u30a2\u6570\u3092\u5897\u3084\u3057\u3066\u3082\u307b\u3068\u3093\u3069\u52b9\u679c\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u307e\u305f\u3001\u30af\u30ed\u30c3\u30af\u306e\u6319\u52d5\u3082\u77ed\u3044\u30af\u30a8\u30ea\u306b\u304a\u3044\u3066\u306f\u91cd\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u70b9\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3055\u308c\u3066\u3044\u307e\u3059\u3002 <a href=\"https:\/\/webhosting.de\/ja\/cpu%e3%82%ac%e3%83%90%e3%83%8a%e3%83%bc%e3%81%a8%e3%83%9b%e3%82%b9%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%e3%82%b5%e3%83%bc%e3%83%90%e3%83%bc%e3%81%ae%e3%83%91%e3%83%95%e3%82%a9%e3%83%bc%e3%83%9e\/\">\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d0\u30fc\u306b\u304a\u3051\u308bCPU\u30ac\u30d0\u30ca\u30fc<\/a>.<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u5c0f\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3084\u7a00\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5834\u5408\u3001\u5e38\u6642\u7a3c\u50cd\u306eGPU\u30b7\u30b9\u30c6\u30e0\u306b\u4ee3\u308f\u308b\u9078\u629e\u80a2\u3068\u3057\u3066\u3001CPU\u63a8\u8ad6\u3092\u691c\u8a0e\u3059\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002\u540c\u3058\u30e2\u30c7\u30eb\u3001\u9069\u5207\u306a\u7cbe\u5ea6\u3001\u304a\u3088\u3073\u4e88\u60f3\u3055\u308c\u308b\u8ca0\u8377\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3092\u7528\u3044\u3066\u3001\u4e21\u65b9\u306e\u65b9\u5f0f\u3092\u6bd4\u8f03\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u91cd\u8981\u306a\u306e\u306f\u3001\u30d4\u30fc\u30af\u6642\u3067\u3042\u3063\u3066\u3082CPU\u304c\u8981\u6c42\u3055\u308c\u308b\u5fdc\u7b54\u6642\u9593\u3092\u9054\u6210\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3001\u305d\u3057\u3066\u5b9f\u969b\u306b\u3069\u306e\u7a0b\u5ea6\u306e\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3059\u308b\u304b\u3068\u3044\u3046\u70b9\u3067\u3059\u3002<\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"gpu-vram-grundlagen\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"gpu-vram-grundlagen\" style=\"margin:38px 0 18px;color:#172f41;font-size:clamp(24px,1.25rem + 1vw,30px);font-weight:700;line-height:1.3;scroll-margin-top:115px\">GPU\u3068VRAM\u3092\u6b63\u3057\u304f\u7406\u89e3\u3059\u308b<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u5b8c\u5168\u306bGPU\u4e0a\u3067\u5b9f\u884c\u3055\u308c\u308b\u63a8\u8ad6\u306e\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306f\u5229\u7528\u53ef\u80fd\u306aGPU\u30e1\u30e2\u30ea\u5185\u306b\u53ce\u307e\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e <strong style=\"font-weight:700;color:inherit\">VRAM\u306e\u5fc5\u8981\u91cf<\/strong> \u3057\u304b\u3057\u3001\u305d\u308c\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5b9f\u884c\u6642\u306b\u306f\u3001\u4e2d\u9593\u7d50\u679c\u3084\u4e00\u6642\u7684\u306a\u30d0\u30c3\u30d5\u30a1\u7528\u306b\u3055\u3089\u306b\u9818\u57df\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u8a08\u7b97\u4e0a\u3061\u3087\u3046\u3069\u91cd\u307f\u304c\u53ce\u307e\u308b\u30de\u30c3\u30d7\u3067\u3042\u3063\u3066\u3082\u3001\u672c\u756a\u904b\u7528\u306b\u304a\u3051\u308b\u78ba\u5b9f\u306a\u57fa\u76e4\u3068\u306f\u306a\u308a\u5f97\u307e\u305b\u3093\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u81ea\u5df1\u56de\u5e30\u578b\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3067\u306f\u3001KV\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u8ffd\u52a0\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u3059\u3067\u306b\u8a08\u7b97\u6e08\u307f\u306e\u30ad\u30fc\u3068\u5024\u306e\u72b6\u614b\u3092\u4fdd\u5b58\u3057\u3001\u305d\u306e\u5f8c\u306e\u751f\u6210\u30b9\u30c6\u30c3\u30d7\u3067\u518d\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3084\u540c\u6642\u306b\u51e6\u7406\u3055\u308c\u308b\u30af\u30a8\u30ea\u306b\u3088\u308a\u3001\u3053\u306e\u8ffd\u52a0\u306e\u30e1\u30e2\u30ea\u8981\u4ef6\u304c\u5897\u52a0\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u5897\u52a0\u5e45\u306f\u3001\u30e2\u30c7\u30eb\u3084\u51e6\u7406\u65b9\u6cd5\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">Transformers 4.48.2\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001VRAM\u3092\u7bc0\u7d04\u3059\u308b\u65b9\u6cd5\u3068\u3057\u3066\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u91cf\u5b50\u5316\u3084\u30b9\u30ef\u30c3\u30d7\u30a2\u30a6\u30c8\u306a\u3069\u304c\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u305d\u306e\u52b9\u679c\u306f\u5b9f\u88c5\u65b9\u6cd5\u3084\u8ca0\u8377\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u8ffd\u52a0\u306e\u51e6\u7406\u3084\u30c7\u30fc\u30bf\u8ee2\u9001\u306b\u3088\u308a\u3001\u901f\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002 \u3057\u305f\u304c\u3063\u3066\u3001\u30e1\u30e2\u30ea\u306e\u7bc0\u7d04\u3092\u81ea\u52d5\u7684\u306b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u3068\u307f\u306a\u3059\u306e\u3067\u306f\u306a\u304f\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3068\u5fdc\u7b54\u6642\u9593\u3092\u4f75\u305b\u3066\u691c\u8a3c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3044\u3066\u306f\u3001\u63a8\u8ad6\u8a08\u7b97\u3060\u3051\u3067\u306f\u5230\u5e95\u4e0d\u5341\u5206\u3067\u3059\u3002 \u91cd\u307f\u306b\u52a0\u3048\u3066\u3001\u52fe\u914d\u3001\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u306e\u72b6\u614b\u3001\u4fdd\u5b58\u3055\u308c\u305f\u6d3b\u6027\u5316\u5024\u306e\u305f\u3081\u306e\u30e1\u30e2\u30ea\u8981\u4ef6\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u5272\u5408\u304c\u3069\u306e\u7a0b\u5ea6\u306b\u306a\u308b\u304b\u306f\u3001\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u3001\u7cbe\u5ea6\u3001\u5b66\u7fd2\u624b\u6cd5\u306a\u3069\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u7279\u306b\u9577\u3044\u30b7\u30fc\u30b1\u30f3\u30b9\u3084\u5927\u304d\u306a\u30d0\u30c3\u30c1\u306f\u3001\u6d3b\u6027\u5316\u5024\u306e\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3092\u5897\u52a0\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u5b8c\u5168\u306bGPU\u4e0a\u3067\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u5229\u7528\u53ef\u80fd\u306aVRAM\u304c\u3001\u5fc5\u8981\u306a\u91cd\u307f\u3068\u5b9f\u884c\u6642\u30c7\u30fc\u30bf\u3092\u53ce\u5bb9\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u624b\u6cd5\u3067\u306f\u3001\u51e6\u7406\u306e\u4e00\u90e8\u3084\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092GPU\u5916\u306b\u4fdd\u6301\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u306e\u9069\u6027\u3084\u30c7\u30fc\u30bf\u8ee2\u9001\u306e\u30b3\u30b9\u30c8\u306f\u5b9f\u884c\u6642\u9593\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001Transformers 4.48.2\u3067\u8aac\u660e\u3055\u308c\u3066\u3044\u308bKV\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u30a2\u30a6\u30c8\u30aa\u30d6\u30e1\u30e2\u30ea\u51e6\u7406\u3068\u306f\u533a\u5225\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30e2\u30c7\u30eb\u3001\u5b9f\u884c\u6642\u9593\u3001\u304a\u3088\u3073\u8a08\u753b\u3055\u308c\u305f\u4e26\u5217\u51e6\u7406\u3092\u7dcf\u5408\u7684\u306b\u691c\u8a0e\u3057\u3001\u4ee3\u8868\u7684\u306a\u8ca0\u8377\u6761\u4ef6\u4e0b\u3067\u306e\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u306e\u30d4\u30fc\u30af\u5024\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u9078\u629e\u3057\u305f\u5b9f\u884c\u65b9\u5f0f\u306b\u5bfe\u3057\u3066\u5341\u5206\u306a\u30e1\u30e2\u30ea\u5bb9\u91cf\u3092\u78ba\u4fdd\u3057\u3066\u3044\u308b\u304b\u3089\u3068\u3044\u3063\u3066\u3001\u5fc5\u305a\u3057\u3082\u671b\u307e\u3057\u3044\u5fdc\u7b54\u6642\u9593\u3084\u5229\u7528\u7387\u304c\u4fdd\u8a3c\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"speicher-rechenbeispiel\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"speicher-rechenbeispiel\" style=\"margin:38px 0 18px;color:#172f41;font-size:clamp(24px,1.25rem + 1vw,30px);font-weight:700;line-height:1.3;scroll-margin-top:115px\">\u30e2\u30c7\u30eb\u30e1\u30e2\u30ea\u306e\u6982\u7b97\u3092\u7b97\u51fa\u3059\u308b<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u6700\u521d\u306e\u30e1\u30e2\u30ea\u8a08\u7b97\u306f\u3001\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6570\u3068\u3001\u305d\u306e\u91cd\u307f\u304c\u5b9f\u969b\u306b\u4fdd\u5b58\u3055\u308c\u308b\u5f62\u5f0f\u304b\u3089\u59cb\u307e\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u306e\u4e0b\u9650\u5024\u306f\u5f97\u3089\u308c\u307e\u3059\u304c\u3001GPU\u30b5\u30fc\u30d0\u30fc\u306e\u5b8c\u5168\u306a\u4ed5\u69d8\u6c7a\u5b9a\u306b\u306f\u81f3\u308a\u307e\u305b\u3093\u3002\u7279\u306b\u3001\u5b9f\u884c\u6642\u306b\u5177\u4f53\u7684\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u3069\u308c\u3060\u3051\u306e\u30e1\u30e2\u30ea\u3092\u5fc5\u8981\u3068\u3059\u308b\u304b\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u306e\u8a08\u7b97\u304b\u3089\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\"><strong style=\"font-weight:700;color:inherit\">\u8aac\u660e\u7528\u306e\u8a08\u7b97\u4f8b\u3067\u3042\u308a\u3001\u5b9f\u969b\u306e\u6e2c\u5b9a\u7d50\u679c\u3067\u306f\u3042\u308a\u307e\u305b\u3093\uff1a<\/strong> 70\u5104\u500b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306b2\u30d0\u30a4\u30c8\u3092\u639b\u3051\u308b\u3068\u3001\u91cd\u307f\u306e\u5408\u8a08\u306f140\u5104\u30d0\u30a4\u30c8\u306b\u306a\u308a\u307e\u3059\u3002 \u3053\u308c\u30921 GiB\u3042\u305f\u308a1,073,741,824\u30d0\u30a4\u30c8\u3067\u5272\u308b\u3068\u3001\u7d0413.0 GiB\u3068\u306a\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u306f\u5bfe\u8c61\u3068\u306a\u308b\u3059\u3079\u3066\u306e\u91cd\u307f\u304c\u3001\u5b9f\u969b\u306b\u30d1\u30e9\u30e1\u30fc\u30bf1\u3064\u3042\u305f\u308a2\u30d0\u30a4\u30c8\u3068\u3044\u3046\u7d71\u4e00\u3055\u308c\u305f\u5f62\u5f0f\u3067\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u4ed6\u306e\u5f62\u5f0f\u3084\u8ffd\u52a0\u306e\u8868\u73fe\u5f62\u5f0f\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u3053\u306e\u8a08\u7b97\u7d50\u679c\u304c\u5909\u308f\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u4ee5\u4e0b\u306f\u542b\u307e\u308c\u3066\u3044\u307e\u305b\u3093\uff1a <strong style=\"font-weight:700;color:inherit\">KV\u30ad\u30e3\u30c3\u30b7\u30e5<\/strong> \u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3001\u4e00\u6642\u30d0\u30c3\u30d5\u30a1\u3001\u304a\u3088\u3073\u5b9f\u884c\u6642\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u306e\u305f\u3081\u3067\u3059\u3002\u7279\u306b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u9577\u3044\u5834\u5408\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u306f\u5927\u5e45\u306b\u80a5\u5927\u5316\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u540c\u6642\u306b\u51e6\u7406\u3055\u308c\u308b\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u6570\u3082\u3001\u5fc5\u8981\u306a\u4e88\u5099\u5bb9\u91cf\u306b\u5f71\u97ff\u3057\u307e\u3059\u3002 \u307e\u305f\u3001Transformers 4.48.2\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u306b\u95a2\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u306f\u3001\u30e1\u30e2\u30ea\u3092\u7bc0\u7d04\u3067\u304d\u308b\u624b\u6cd5\u3082\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u624b\u6cd5\u306b\u3088\u3063\u3066\u306f\u51e6\u7406\u901f\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002 <\/p>\n<figure class=\"wp-block-image size-large wh-figure\" aria-describedby=\"wh-caption-detail1\" style=\"display:block;float:none;clear:both;width:100%;max-width:760px;margin:34px auto 40px;border:1px solid #dae5e9;border-radius:14px;overflow:hidden;background:#f5f8fa;box-shadow:0 10px 28px -17px rgba(24,47,60,.28);box-sizing:border-box\"><div class=\"wh-figure-media\" style=\"display:block;background:#eef3f5;line-height:0\"><img loading=\"lazy\" width=\"800\" height=\"534\" src=\"https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-modellspeicher-gewichte-cache-b2bdcd19-detail1-c712ad8679-1024x683.webp\" class=\"wp-image-22138\" alt=\"\u30e2\u30c7\u30eb\u30a6\u30a7\u30a4\u30c8\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u5b9f\u884c\u6642\u30d0\u30c3\u30d5\u30a1\u7528\u306e\u30d6\u30ed\u30c3\u30af\u304c\u5206\u96e2\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ca\u306e\u3001AI\u751f\u6210\u306b\u3088\u308b\u30a4\u30e9\u30b9\u30c8\u3002\" decoding=\"async\" srcset=\"https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-modellspeicher-gewichte-cache-b2bdcd19-detail1-c712ad8679-1024x683.webp 1024w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-modellspeicher-gewichte-cache-b2bdcd19-detail1-c712ad8679-300x200.webp 300w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-modellspeicher-gewichte-cache-b2bdcd19-detail1-c712ad8679-768x512.webp 768w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-modellspeicher-gewichte-cache-b2bdcd19-detail1-c712ad8679-18x12.webp 18w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-modellspeicher-gewichte-cache-b2bdcd19-detail1-c712ad8679.webp 1536w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" ><\/div><figcaption class=\"wh-caption\" id=\"wh-caption-detail1\" style=\"display:block;margin:0;padding:12px 18px 15px;border-top:1px solid #dce5e9;color:#506575;background:#f5f8fa;font-size:14px;line-height:1.55;text-align:start\">AI\u751f\u6210\u306e\u30a4\u30e9\u30b9\u30c8\uff1a\u63a8\u8ad6\u306e\u969b\u306b\u306f\u3001\u91cd\u91cf\u8a08\u7b97\u306b\u52a0\u3048\u3066\u3001\u3055\u3089\u306b\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u304c\u5897\u52a0\u3057\u307e\u3059\u3002<\/figcaption><\/figure><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u95a2\u3057\u3066\u306f\u3001\u91cd\u307f\u306e\u8a08\u7b97\u91cf\u3060\u3051\u3067\u306f\u5230\u5e95\u4e0d\u5341\u5206\u3067\u3059\u3002\u300eTransformers 4.35.0\u300f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u3088\u308b\u3068\u3001AdamW \u3092\u4f7f\u7528\u3057\u305f\u6df7\u5408\u7cbe\u5ea6\u69cb\u6210\u306e\u4f8b\u3067\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf1\u3064\u3042\u305f\u308a18\u30d0\u30a4\u30c8\u306b\u52a0\u3048\u3001\u6d3b\u6027\u5316\u95a2\u6570\u306e\u5206\u3082\u5fc5\u8981\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001\u52fe\u914d\u3084\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u306e\u72b6\u614b\u3068\u3044\u3063\u305f\u305d\u306e\u4ed6\u306e\u8981\u7d20\u3082\u53cd\u6620\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6d3b\u6027\u5316\u95a2\u6570\u306e\u30b5\u30a4\u30ba\u306f\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u9577\u3055\u3084\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u306a\u3069\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u3053\u306e18\u30d0\u30a4\u30c8\u306f\u3001\u3042\u3089\u3086\u308b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u9069\u7528\u3055\u308c\u308b\u4e00\u822c\u7684\u306a\u4e57\u6570\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u3001\u7cbe\u5ea6\u3001\u304a\u3088\u3073\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u624b\u6cd5\u306b\u3088\u3063\u3066\u3001\u5fc5\u8981\u306a\u5bb9\u91cf\u306f\u5909\u5316\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u3053\u306e\u6570\u5024\u308413.0 GiB\u3068\u3044\u3046\u6570\u5024\u304b\u3089\u3001\u7279\u5b9a\u306eVRAM\u5bb9\u91cf\u3092\u63a8\u5968\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 \u9078\u629e\u306b\u3042\u305f\u3063\u3066\u306f\u3001\u5177\u4f53\u7684\u306a\u5b9f\u884c\u6642\u9593\u3068\u3001\u4ee3\u8868\u7684\u306a\u8ca0\u8377\u6761\u4ef6\u4e0b\u3067\u306e\u4e88\u60f3\u3055\u308c\u308b\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u306e\u30d4\u30fc\u30af\u5024\u304c\u6c7a\u5b9a\u7684\u306a\u8981\u7d20\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"workloads-vergleichen\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"workloads-vergleichen\" style=\"margin:38px 0 18px;color:#172f41;font-size:clamp(24px,1.25rem + 1vw,30px);font-weight:700;line-height:1.3;scroll-margin-top:115px\">\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3068\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306e\u6bd4\u8f03<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u540c\u3058\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3067\u3042\u3063\u3066\u3082\u3001\u30bf\u30b9\u30af\u306b\u3088\u3063\u3066\u975e\u5e38\u306b\u7570\u306a\u308b\u8981\u4ef6\u304c\u751f\u3058\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u8868\u306f\u3001\u8003\u3048\u3089\u308c\u308b\u691c\u8a3c\u30dd\u30a4\u30f3\u30c8\u3092\u793a\u3057\u305f\u3082\u306e\u3067\u3042\u308a\u3001\u512a\u5148\u9806\u4f4d\u3092\u793a\u3059\u3082\u306e\u3067\u3082\u3001\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u78ba\u5b9f\u306b\u767a\u751f\u3059\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3082\u306e\u3067\u3082\u3042\u308a\u307e\u305b\u3093\u3002\u5b9f\u969b\u306b\u3069\u306e\u30ea\u30bd\u30fc\u30b9\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3068\u306a\u308b\u304b\u306f\u3001\u30e2\u30c7\u30eb\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u4e26\u5217\u5316\u3001\u8ca0\u8377\u306a\u3069\u306e\u8981\u56e0\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<div class=\"wh-table-scroll\" tabindex=\"0\" role=\"region\" aria-label=\"\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\uff1a\u30e1\u30e2\u30ea\u306e\u69cb\u6210\u8981\u7d20\u3068\u5b9f\u7528\u7684\u306a\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\" style=\"width:100%;max-width:100%;overflow-x:auto;margin:28px 0;border:1px solid #dce5e9;border-radius:14px;background:#fff;box-shadow:0 10px 28px -16px rgba(24,47,60,.32);box-sizing:border-box\"><table style=\"width:100%;min-width:580px;border-collapse:separate;border-spacing:0;border:0;margin:0;font-size:15px;line-height:1.6;background:#fff\"><caption style=\"padding:20px;text-align:start;font-size:17px;line-height:1.5;font-weight:700;color:#173246;background:#fff\">\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\uff1a\u30e1\u30e2\u30ea\u306e\u69cb\u6210\u8981\u7d20\u3068\u5b9f\u7528\u7684\u306a\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8<\/caption><thead><tr><th scope=\"col\" style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#19394d;color:#fff\">\u30ef\u30fc\u30af\u30ed\u30fc\u30c9<\/th><th scope=\"col\" style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#19394d;color:#fff\">\u60f3\u5b9a\u3055\u308c\u308b\u30dc\u30c8\u30eb\u30cd\u30c3\u30af<\/th><th scope=\"col\" style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#19394d;color:#fff\">\u8ffd\u52a0\u306e\u30b9\u30c8\u30ec\u30fc\u30b8<\/th><th scope=\"col\" style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#19394d;color:#fff\">\u6307\u6a19\u3068\u4ee3\u66ff\u6848<\/th><\/tr><\/thead><tbody><tr><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#fff;color:#294252\">CPU\u63a8\u8ad6<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#fff;color:#294252\">CPU\u306e\u6f14\u7b97\u6642\u9593\u3068\u30c7\u30fc\u30bf\u4f9b\u7d66<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#fff;color:#294252\">\u5b9f\u884c\u6642\u304a\u3088\u3073\u5165\u529b\u7528\u306eRAM<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#fff;color:#294252\">\u5fdc\u7b54\u6642\u9593\u3092\u78ba\u8a8d\u3059\u308b\uff1bGPU\u63a8\u8ad6\u3092\u6bd4\u8f03\u3059\u308b<\/td><\/tr><tr><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#f4f7f9;color:#294252\">GPU\u63a8\u8ad6<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#f4f7f9;color:#294252\">VRAM\u3068\u30c7\u30fc\u30bf\u4f9b\u7d66<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#f4f7f9;color:#294252\">\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u4e00\u6642\u30d0\u30c3\u30d5\u30a1<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#f4f7f9;color:#294252\">\u30ec\u30a4\u30c6\u30f3\u30b7\u3068\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3092\u78ba\u8a8d\u3059\u308b\uff1bCPU\u63a8\u8ad6\u3092\u6bd4\u8f03\u3059\u308b<\/td><\/tr><tr><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#fff;color:#294252\">\u5fae\u8abf\u6574<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#fff;color:#294252\">GPU\u30e1\u30e2\u30ea\u3068\u30c7\u30fc\u30bf\u51e6\u7406<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#fff;color:#294252\">\u52fe\u914d\u3001\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u306e\u72b6\u614b\u3001\u304a\u3088\u3073\u6d3b\u6027\u5316\u95a2\u6570<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#fff;color:#294252\">\u6642\u9593\u5f53\u305f\u308a\u306e\u30b9\u30c6\u30c3\u30d7\u6570\u3092\u691c\u8a3c\u3059\u308b\uff1b\u52fe\u914d\u84c4\u7a4d\u6cd5\u306e\u63a1\u7528\u3092\u691c\u8a0e\u3059\u308b<\/td><\/tr><tr><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#f4f7f9;color:#294252\">\u5206\u6563\u578b\u30b5\u30fc\u30d3\u30f3\u30b0<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#f4f7f9;color:#294252\">GPU\u9593\u307e\u305f\u306f\u30b5\u30fc\u30d0\u30fc\u9593\u306e\u901a\u4fe1<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#f4f7f9;color:#294252\">\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u5b9f\u884c\u6642\u30d0\u30c3\u30d5\u30a1<\/td><td style=\"padding:15px 18px;border:0;border-bottom:1px solid #e2e9ed;text-align:start;vertical-align:top;white-space:normal;font-size:15px;line-height:1.6;background:#f4f7f9;color:#294252\">\u5fdc\u7b54\u6642\u9593\u3068\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u78ba\u8a8d\u3057\u3001\u30e1\u30e2\u30ea\u304c\u5341\u5206\u3067\u3042\u308c\u3070GPU\u3092\u6bd4\u8f03\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/div><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u306e\u5834\u5408\u3001\u30e2\u30c7\u30eb\u3068\u751f\u6210\u6a5f\u80fd\u306f\u8a08\u753b\u306e\u4e00\u90e8\u306b\u904e\u304e\u307e\u305b\u3093\u3002 \u6700\u5927\u5165\u529b\u9577\u3001\u60f3\u5b9a\u3055\u308c\u308b\u51fa\u529b\u9577\u3001\u304a\u3088\u3073\u540c\u6642\u63a5\u7d9a\u30e6\u30fc\u30b6\u30fc\u6570\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u30d4\u30fc\u30af\u8ca0\u8377\u6642\u3067\u3082\u5fdc\u7b54\u6642\u9593\u304c\u8a31\u5bb9\u7bc4\u56f2\u5185\u3067\u3042\u308b\u304b\u3001\u307e\u305f\u91cd\u307f\u4ed8\u3051\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u30d0\u30c3\u30d5\u30a1\u304c\u5229\u7528\u53ef\u80fd\u306a\u30e1\u30e2\u30ea\u306b\u540c\u6642\u306b\u53ce\u307e\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u751f\u6210\u578b\u5fdc\u7b54\u3092\u4f34\u3046\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u3067\u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u7d4c\u8def\u304c\u9577\u304f\u306a\u308a\u307e\u3059\u3002\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u524d\u51e6\u7406\u3092\u884c\u3044\u3001\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3057\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u691c\u7d22\u3057\u3066\u3001\u95a2\u9023\u3059\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u3068\u3044\u3046\u4e00\u9023\u306e\u51e6\u7406\u304c\u884c\u308f\u308c\u307e\u3059\u3002 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\u540c\u6642\u306b\u51e6\u7406\u3055\u308c\u308b\u500b\u3005\u306e\u30d0\u30c3\u30c1\u306f\u5c0f\u3055\u3044\u3082\u306e\u306e\u3001\u5b9f\u8cea\u7684\u306a\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3092\u5927\u304d\u304f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u66f4\u65b0\u3055\u308c\u308b\u524d\u306b\u3001\u8907\u6570\u306e\u30b9\u30c6\u30c3\u30d7\u306e\u52fe\u914d\u304c\u84c4\u7a4d\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u30e1\u30e2\u30ea\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u5834\u5408\u306b\u5f79\u7acb\u3064\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306e\u5411\u4e0a\u304c\u4fdd\u8a3c\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u8ffd\u52a0\u306e\u51e6\u7406\u30b9\u30c6\u30c3\u30d7\u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30c7\u30fc\u30bf\u4f9b\u7d66\u306b\u3064\u3044\u3066\u3082\u3001\u5225\u9014\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u524d\u51e6\u7406\u3084\u8aad\u307f\u8fbc\u307f\u304c\u30e2\u30c7\u30eb\u51e6\u7406\u306e\u901f\u5ea6\u306b\u8ffd\u3044\u3064\u3044\u3066\u3044\u306a\u3044\u5834\u5408\u3001GPU\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u3066\u3082\u5fc5\u305a\u3057\u3082\u52b9\u679c\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u9006\u306b\u3001\u9ad8\u901f\u306a\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u3042\u3063\u3066\u3082\u3001VRAM\u306e\u5bb9\u91cf\u4e0d\u8db3\u3092\u88dc\u3046\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u4ee3\u66ff\u6848\u3092\u6bd4\u8f03\u3059\u308b\u969b\u306f\u3001\u540c\u3058\u5165\u529b\u30c7\u30fc\u30bf\u3068\u3001\u660e\u78ba\u306a\u8ca0\u8377\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u306b\u57fa\u3065\u3044\u3066\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 <\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"storage-netzwerk-planen\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"storage-netzwerk-planen\" style=\"margin:38px 0 18px;color:#172f41;font-size:clamp(24px,1.25rem + 1vw,30px);font-weight:700;line-height:1.3;scroll-margin-top:115px\">\u30b9\u30c8\u30ec\u30fc\u30b8\u3068GPU\u306e\u63a5\u7d9a\u3092\u8a08\u753b\u3059\u308b<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u8a08\u753b\u306b\u304a\u3044\u3066\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3068\u30a2\u30af\u30bb\u30b9\u65b9\u6cd5\u306b\u5fdc\u3058\u3066\u533a\u5206\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u7e70\u308a\u8fd4\u3057\u8aad\u307f\u8fbc\u307e\u308c\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306f\u4f7f\u7528\u524d\u306b\u8aad\u307f\u8fbc\u307e\u308c\u307e\u3059\u3002\u3069\u3061\u3089\u3082\u3001\u30db\u30b9\u30c8\u304c\u5909\u66f4\u3055\u308c\u305f\u5f8c\u3082\u518d\u63d0\u4f9b\u3067\u304d\u308b\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3059\u3002\u5bb9\u91cf\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3042\u308a\u3001\u8aad\u307f\u8fbc\u307f\u6642\u9593\u3084\u30a2\u30af\u30bb\u30b9\u30d1\u30bf\u30fc\u30f3\u3082\u904b\u7528\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u9ad8\u901f\u306a\u4f5c\u696d\u9818\u57df\u304c\u5fc5\u8981\u306a\u5834\u5408\u3001\u4e00\u6642\u7684\u306a\u4f5c\u696d\u30c7\u30fc\u30bf\u306f\u30ed\u30fc\u30ab\u30eb\u306eNVMe\u306b\u4fdd\u5b58\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u304c\u518d\u8d77\u52d5\u3084\u30db\u30b9\u30c8\u306e\u5909\u66f4\u3092\u4e57\u308a\u5207\u308c\u308b\u304b\u3069\u3046\u304b\u3001\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306b\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u4e00\u65b9\u3001\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3084\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u306b\u3064\u3044\u3066\u306f\u3001\u7dbf\u5bc6\u306b\u8a08\u753b\u3055\u308c\u305f\u4fdd\u5b58\u65b9\u6cd5\u3068\u691c\u8a3c\u6e08\u307f\u306e\u5fa9\u5143\u624b\u9806\u304c\u5fc5\u8981\u3067\u3059\u3002\u30ed\u30fc\u30ab\u30eb\u306e\u30b9\u30af\u30e9\u30c3\u30c1\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306f\u3001\u5fc5\u305a\u3057\u3082\u72ec\u7acb\u3057\u305f\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n<figure class=\"wp-block-image size-large wh-figure\" aria-describedby=\"wh-caption-detail2\" style=\"display:block;float:none;clear:both;width:100%;max-width:760px;margin:34px auto 40px;border:1px solid #dae5e9;border-radius:14px;overflow:hidden;background:#f5f8fa;box-shadow:0 10px 28px -17px rgba(24,47,60,.28);box-sizing:border-box\"><div class=\"wh-figure-media\" style=\"display:block;background:#eef3f5;line-height:0\"><img loading=\"lazy\" width=\"800\" height=\"534\" src=\"https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-storage-arbeitsbereich-ablage-b2bdcd19-detail2-a6a81ed938-1024x683.webp\" class=\"wp-image-22140\" alt=\"\u4f5c\u696d\u30de\u30c3\u30c8\u306e\u4e0a\u306b\u7f6e\u304b\u308c\u305fNVMe\u30c9\u30e9\u30a4\u30d6\u3068\u5916\u4ed8\u3051\u30b9\u30c8\u30ec\u30fc\u30b8\u30c9\u30e9\u30a4\u30d6\u3092\u8868\u73fe\u3057\u305f\u3001AI\u751f\u6210\u306e\u30a4\u30e1\u30fc\u30b8\u753b\u50cf\u3002\" decoding=\"async\" srcset=\"https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-storage-arbeitsbereich-ablage-b2bdcd19-detail2-a6a81ed938-1024x683.webp 1024w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-storage-arbeitsbereich-ablage-b2bdcd19-detail2-a6a81ed938-300x200.webp 300w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-storage-arbeitsbereich-ablage-b2bdcd19-detail2-a6a81ed938-768x512.webp 768w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-storage-arbeitsbereich-ablage-b2bdcd19-detail2-a6a81ed938-18x12.webp 18w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/ki-storage-arbeitsbereich-ablage-b2bdcd19-detail2-a6a81ed938.webp 1536w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" ><\/div><figcaption class=\"wh-caption\" id=\"wh-caption-detail2\" style=\"display:block;margin:0;padding:12px 18px 15px;border-top:1px solid #dce5e9;color:#506575;background:#f5f8fa;font-size:14px;line-height:1.55;text-align:start\">AI\u304c\u751f\u6210\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u753b\u50cf\uff1a\u30ed\u30fc\u30ab\u30eb\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3068\u72ec\u7acb\u3057\u305f\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u306f\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002<\/figcaption><\/figure><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u5171\u6709\u30b9\u30c8\u30ec\u30fc\u30b8\u3084\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u30d9\u30fc\u30b9\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u91cd\u307f\u3001\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u306e\u5206\u6563\u3084\u4fdd\u5b58\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002 \u91cd\u8981\u306a\u306e\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u9078\u629e\u3057\u305f\u30a2\u30af\u30bb\u30b9\u65b9\u5f0f\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3001\u304a\u3088\u3073\u6240\u5b9a\u306e\u6642\u9593\u5185\u306b\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u5fa9\u5143\u304c\u53ef\u80fd\u304b\u3069\u3046\u304b\u3067\u3059\u3002\u8ffd\u52a0\u306e\u30ed\u30fc\u30ab\u30eb\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u3092\u8a2d\u3051\u308b\u3053\u3068\u306f\u6709\u52b9\u3067\u3059\u304c\u3001\u6052\u4e45\u7684\u306a\u4fdd\u5b58\u306e\u4ee3\u308f\u308a\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\"><strong style=\"font-weight:700;color:inherit\">GPUDirect Storage<\/strong> \u9069\u5207\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001\u304a\u3088\u3073\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u306e\u74b0\u5883\u4e0b\u3067\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3068GPU\u30e1\u30e2\u30ea\u9593\u306e\u30c7\u30fc\u30bf\u30d1\u30b9\u304c\u3088\u308a\u76f4\u63a5\u7684\u306b\u306a\u308a\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u5165\u51fa\u529b\u304c\u30af\u30ea\u30c6\u30a3\u30ab\u30eb\u30d1\u30b9\u306b\u4f4d\u7f6e\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u30d1\u30b9\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u306b\u7279\u306b\u6709\u7528\u3067\u3059\u3002CPU\u304c\u307e\u305a\u30c7\u30fc\u30bf\u3092\u30c7\u30b3\u30fc\u30c9\u3057\u305f\u308a\u524d\u51e6\u7406\u3057\u305f\u308a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u3001\u305d\u306e\u5229\u70b9\u306f\u9650\u5b9a\u7684\u3068\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u8907\u6570\u306eGPU\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u30ec\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u5206\u5272\u3092\u533a\u5225\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30ec\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5206\u6563\u3055\u305b\u308b\u305f\u3081\u306b\u30e2\u30c7\u30eb\u306e\u30b3\u30d4\u30fc\u3092\u7528\u610f\u3059\u308b\u3082\u306e\u3067\u3042\u308a\u3001\u500b\u5225\u306eVRAM\u9818\u57df\u3092\u81ea\u52d5\u7684\u306b\u5171\u6709\u30e1\u30e2\u30ea\u306b\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 vLLM 0.20.1\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u4e26\u5217\u30d7\u30ed\u30d3\u30b8\u30e7\u30cb\u30f3\u30b0\u306b\u3064\u3044\u3066\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u4ed6\u306e\u5b9f\u884c\u6642\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u3064\u3044\u3066\u306f\u4f55\u3089\u8a00\u53ca\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u4e00\u65b9\u3001\u30c6\u30f3\u30bd\u30eb\u4e26\u5217\u51e6\u7406\u3084\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u4e26\u5217\u51e6\u7406\u306f\u3001\u51e6\u7406\u306e\u4e00\u90e8\u3092\u5206\u6563\u3055\u305b\u308b\u305f\u3081\u3001\u901a\u4fe1\u306e\u5fc5\u8981\u6027\u304c\u751f\u3058\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001GPU\u9593\u306e\u63a5\u7d9a\u3001\u304a\u3088\u3073\u8907\u6570\u306e\u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30c8\u30dd\u30ed\u30b8\u30fc\u3001\u3055\u3089\u306b\u30e2\u30c7\u30eb\u3084\u30e9\u30f3\u30bf\u30a4\u30e0\u306b\u3088\u308b\u30b5\u30dd\u30fc\u30c8\u72b6\u6cc1\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002 vLLM 0.8.5\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u5206\u6563\u30b5\u30fc\u30d3\u30f3\u30b0\u306b\u95a2\u3059\u308b\u3053\u308c\u3089\u306e\u6226\u7565\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306a\u6ce8\u610f\u4e8b\u9805\u306f\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002 <\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"messung-fehlersuche\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"messung-fehlersuche\" style=\"margin:38px 0 18px;color:#172f41;font-size:clamp(24px,1.25rem + 1vw,30px);font-weight:700;line-height:1.3;scroll-margin-top:115px\">\u8ca0\u8377\u6642\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u7279\u5b9a\u3059\u308b<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u6709\u610f\u7fa9\u306a\u6bd4\u8f03\u306f\u3001\u8a18\u9332\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304b\u3089\u59cb\u307e\u308b <strong style=\"font-weight:700;color:inherit\">\u8ca0\u8377\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb<\/strong>. \u30e2\u30c7\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u7cbe\u5ea6\u3001\u5177\u4f53\u7684\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u6a5f\u7a2e\u304a\u3088\u3073\u30e9\u30f3\u30bf\u30a4\u30e0\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u8a18\u9332\u3057\u3066\u304a\u304f\u3002\u307e\u305f\u3001\u5178\u578b\u7684\u306a\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3068\u6700\u5927\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3001\u51fa\u529b\u9577\u3001\u304a\u3088\u3073\u540c\u6642\u30ea\u30af\u30a8\u30b9\u30c8\u6570\u3082\u8ffd\u52a0\u3067\u8a18\u8f09\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5c06\u6765\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u5909\u66f4\u3059\u308b\u969b\u3001\u540c\u3058\u6761\u4ef6\u4e0b\u3067\u306e\u52d5\u4f5c\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u63a8\u8ad6\u51e6\u7406\u306b\u304a\u3044\u3066\u3001\u6700\u521d\u306e\u30c8\u30fc\u30af\u30f3\u304c\u751f\u6210\u3055\u308c\u308b\u307e\u3067\u306e\u6642\u9593\u3068\u751f\u6210\u901f\u5ea6\u3092\u6e2c\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u307e\u305f\u3001\u901a\u5e38\u306e\u8ca0\u8377\u6642\u304a\u3088\u3073\u4e88\u60f3\u3055\u308c\u308b\u30d4\u30fc\u30af\u6642\u306e\u30a8\u30e9\u30fc\u3084\u5fdc\u7b54\u6642\u9593\u3082\u8a18\u9332\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u9577\u304b\u3063\u305f\u308a\u4e26\u5217\u5ea6\u304c\u9ad8\u304b\u3063\u305f\u308a\u3059\u308b\u5834\u5408\u3001\u500b\u3005\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5f85\u3061\u6642\u9593\u304c\u9577\u3059\u304e\u305f\u308a\u5931\u6557\u3057\u305f\u308a\u3059\u308b\u3088\u3046\u3067\u306f\u3001\u5e73\u5747\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u304c\u9ad8\u3044\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u5fae\u8abf\u6574\u3092\u884c\u3046\u969b\u306f\u3001\u6642\u9593\u5358\u4f4d\u3042\u305f\u308a\u306e\u30b9\u30c6\u30c3\u30d7\u6570\u3084\u51e6\u7406\u6e08\u307f\u306e\u30b5\u30f3\u30d7\u30eb\u6570\u3092\u51fa\u767a\u70b9\u3068\u3057\u3066\u8a2d\u5b9a\u3059\u308b\u3068\u3088\u3044\u3067\u3057\u3087\u3046\u3002 \u4f75\u305b\u3066\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u6b21\u306e\u30d0\u30c3\u30c1\u3092\u3069\u306e\u304f\u3089\u3044\u306e\u6642\u9593\u5f85\u6a5f\u3055\u305b\u308b\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002PyTorch\u306eDataLoader\u306f\u8907\u6570\u306e\u30ef\u30fc\u30ab\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u306e\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3084\u5171\u6709\u30e1\u30e2\u30ea\u3078\u306e\u8ca0\u8377\u3082\u8a55\u4fa1\u306e\u5bfe\u8c61\u3068\u306a\u308a\u307e\u3059\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">GPU\u30e1\u30e2\u30ea\u304a\u3088\u3073RAM\u306e\u4f7f\u7528\u7387\u306e\u30d4\u30fc\u30af\u5024\u3001\u306a\u3089\u3073\u306b\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u4f7f\u7528\u7387\u3068\u5f85\u3061\u6642\u9593\u3092\u8a08\u6e2c\u3057\u307e\u3059\u3002\u65e2\u5b58\u306eNVIDIA\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u8aad\u307f\u53d6\u308a\u30b3\u30de\u30f3\u30c9\u306f\u6b21\u306e\u3088\u3046\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002 <code data-no-translation style=\"font:600 .87em\/1.5 ui-monospace,monospace;color:#235063;background:#edf3f5;border-radius:4px;padding:.1em .3em\">nvidia-smi<\/code> \u30c7\u30d0\u30a4\u30b9\u3084\u30c9\u30e9\u30a4\u30d0\u306b\u3088\u3063\u3066\u306f\u3001GPU\u306e\u72b6\u614b\u3084\u30e1\u30e2\u30ea\u4f7f\u7528\u72b6\u6cc1\u306a\u3069\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u672c\u756a\u74b0\u5883\u306e\u8a2d\u5b9a\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308b\u6e2c\u5b9a\u306b\u4ee3\u308f\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">GPU\u306e\u4f7f\u7528\u7387\u304c\u4f4e\u3044\u3053\u3068\u81ea\u4f53\u306f\u3001\u305d\u308c\u3060\u3051\u3067\u306fCPU\u3084\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u554f\u984c\u3092\u610f\u5473\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 \u30c7\u30fc\u30bf\u5f85\u3061\u6642\u9593\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u63a8\u79fb\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u4f7f\u7528\u72b6\u6cc1\u3068\u6642\u9593\u8ef8\u3067\u6bd4\u8f03\u3057\u3001\u6bd4\u8f03\u3054\u3068\u306b\u53ef\u80fd\u306a\u9650\u308a\u95a2\u9023\u3059\u308b\u8981\u7d20\u30921\u3064\u3060\u3051\u5909\u66f4\u3059\u308b\u3088\u3046\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u307e\u305f\u3001\u307e\u308c\u306a\u8ca0\u8377\u306e\u30d4\u30fc\u30af\u3084\u7279\u306b\u9577\u3044\u5165\u529b\u306a\u3069\u304c\u30c6\u30b9\u30c8\u306b\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306a\u3069\u3001\u30c6\u30b9\u30c8\u306e\u9650\u754c\u306b\u3064\u3044\u3066\u3082\u8a18\u9332\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"betrieb-wiederherstellung\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"betrieb-wiederherstellung\" style=\"margin:38px 0 18px;color:#172f41;font-size:clamp(24px,1.25rem + 1vw,30px);font-weight:700;line-height:1.3;scroll-margin-top:115px\">AI\u30a4\u30f3\u30d5\u30e9\u3092\u5b89\u5b9a\u3057\u3066\u904b\u7528\u3059\u308b<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u904b\u7528\u8a08\u753b\u306b\u306f\u3001GPU\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3001\u30c9\u30e9\u30a4\u30d0\u30fc\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u304a\u3088\u3073\u30e2\u30c7\u30eb\u30e9\u30f3\u30bf\u30a4\u30e0\u306e\u3001\u691c\u8a3c\u53ef\u80fd\u306a\u7d44\u307f\u5408\u308f\u305b\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u884c\u3046\u524d\u306b\u3001\u3069\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u4e92\u3044\u306b\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u304b\u3001\u307e\u305f\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306b\u4ee5\u524d\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u623b\u3059\u65b9\u6cd5\u3092\u660e\u78ba\u306b\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002GPUDirect Storage\u306e\u3088\u3046\u306a\u7279\u6b8a\u306a\u30c7\u30fc\u30bf\u30d1\u30b9\u3067\u306f\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3082\u3001\u60f3\u5b9a\u3055\u308c\u308b\u7528\u9014\u306b\u9069\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30e2\u30c7\u30eb\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3001\u30ed\u30b0\u3001\u7ba1\u7406\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u8ab0\u304c\u95b2\u89a7\u307e\u305f\u306f\u5909\u66f4\u3067\u304d\u308b\u304b\u3092\u660e\u78ba\u306b\u5b9a\u3081\u3066\u304f\u3060\u3055\u3044\u3002\u307e\u305f\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u5165\u529b\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u306f\u3001\u4fdd\u5b58\u5834\u6240\u3001\u30c7\u30fc\u30bf\u8ee2\u9001\u3001\u4fdd\u5b58\u671f\u9593\u3092\u30c7\u30fc\u30bf\u4fdd\u8b77\u8981\u4ef6\u3068\u7167\u3089\u3057\u5408\u308f\u305b\u3066\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u70b9\u306f\u3001\u30e2\u30c7\u30eb\u304c\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u30b5\u30fc\u30d0\u30fc\u3060\u3051\u3067\u306a\u304f\u3001\u95a2\u4e0e\u3059\u308b\u3059\u3079\u3066\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u3064\u3044\u3066\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">A <strong style=\"font-weight:700;color:inherit\">\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8<\/strong> 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style=\"margin:0 0 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VRAM\u5bb9\u91cf\u3001\u30e1\u30e2\u30ea\u5e2f\u57df\u5e45\u3001\u5bfe\u5fdc\u6f14\u7b97\u5f62\u5f0f\u3001\u304a\u3088\u3073\u30d5\u30a9\u30fc\u30e0\u30d5\u30a1\u30af\u30bf\u3002\u88fd\u54c1\u30d5\u30a1\u30df\u30ea\u30fc\u306e\u6700\u5927\u5024\u3092\u3001\u691c\u8a3c\u305b\u305a\u306b\u3059\u3079\u3066\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u306b\u305d\u306e\u307e\u307e\u9069\u7528\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002\u6027\u80fd\u4ed5\u69d8\u306b\u3064\u3044\u3066\u306f\u3001\u7406\u8ad6\u4e0a\u306e\u30d4\u30fc\u30af\u5024\u3060\u3051\u3067\u5224\u65ad\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u305d\u306e\u30c6\u30b9\u30c8\u6761\u4ef6\u304a\u3088\u3073\u5bfe\u8c61\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u3066\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u65b9\u5f0f\u3082\u63d0\u4f9b\u5185\u5bb9\u306b\u542b\u307e\u308c\u307e\u3059\u3002\u30ec\u30d7\u30ea\u30b1\u30fc\u30c8\u3055\u308c\u305f\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5206\u6563\u3067\u304d\u307e\u3059\u304c\u3001\u30e2\u30c7\u30eb\u306e\u5206\u5272\u306b\u306f\u5b9f\u884c\u6642\u9593\u3068\u63a5\u7d9a\u30c8\u30dd\u30ed\u30b8\u306b\u3088\u308b\u30b5\u30dd\u30fc\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002 vLLM\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u30d0\u30fc\u30b8\u30e7\u30f30.20.1\u3067\u30c7\u30fc\u30bf\u4e26\u5217\u51e6\u7406\u3001\u30d0\u30fc\u30b8\u30e7\u30f30.8.5\u3067\u5206\u6563\u30b5\u30fc\u30d3\u30f3\u30b0\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8a18\u8ff0\u306f\u3001\u78ba\u8a8d\u306a\u3057\u306b\u4ed6\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u9069\u7528\u3059\u3079\u304d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002  <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u307e\u305a\u30e2\u30c7\u30eb\u3068\u8ca0\u8377\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3092\u5b9a\u7fa9\u3057\u3001\u6b21\u306b\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30c7\u30fc\u30bf\u30d1\u30b9\u3092\u63a8\u5b9a\u3057\u3066\u3001\u9069\u5207\u306a\u898b\u7a4d\u3082\u308a\u3092\u53d6\u308a\u5bc4\u305b\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u4ee3\u8868\u7684\u306a\u30af\u30a8\u30ea\u3084\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u3001\u5fdc\u7b54\u6642\u9593\u3001\u30a8\u30e9\u30fc\u3001\u30ea\u30bd\u30fc\u30b9\u8981\u4ef6\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u5206\u985e\u306b\u95a2\u3059\u308b\u305d\u306e\u4ed6\u306e\u70b9\u306b\u3064\u3044\u3066\u306f\u3001 <a href=\"https:\/\/webhosting.de\/ja\/gpu%e3%83%9b%e3%82%b9%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%83%91%e3%83%95%e3%82%a9%e3%83%bc%e3%83%9e%e3%83%b3%e3%82%b9%e3%82%a4%e3%83%b3%e3%83%95%e3%83%a9\/\">Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051GPU\u30db\u30b9\u30c6\u30a3\u30f3\u30b0<\/a>\u3002\u3053\u306e\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u6bd4\u8f03\u306a\u3057\u3067\u306f\u3001\u666e\u904d\u7684\u306b\u9069\u7528\u3067\u304d\u308bGPU\u306e\u63a8\u5968\u4e8b\u9805\u3092\u5c0e\u304d\u51fa\u3059\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<\/section><section class=\"wh-sources\" style=\"margin:40px 0 0;padding:24px 0 0;border-top:1px solid #dce5e9;color:#596b7b;font-size:14px;line-height:1.65\"><h2 style=\"margin:38px 0 18px;color:#172f41;font-size:clamp(24px,1.25rem + 1vw,30px);font-weight:700;line-height:1.3;scroll-margin-top:115px\">\u51fa\u5178\u304a\u3088\u3073\u5c02\u9580\u7684\u306a\u898b\u89e3<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u8abf\u67fb\u72b6\u6cc1\uff1a <time datetime=\"2026-11-04\">2026-11-04<\/time><\/p><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u8abf\u67fb\u6642\u70b9\uff1a2026\u5e7411\u67084\u65e5\u3002\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u4f9d\u5b58\u3059\u308b\u8a18\u8ff0\u306f\u3001\u8a18\u4e8b\u5185\u3067\u8a00\u53ca\u3055\u308c\u3066\u3044\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u57fa\u3065\u304f\u3082\u306e\u3067\u3059\u3002\u30b0\u30e9\u30d5\u306a\u3057\uff1a\u6bd4\u8f03\u53ef\u80fd\u306a\u6027\u80fd\u30c7\u30fc\u30bf\u306f\u5b58\u5728\u3057\u307e\u305b\u3093\u3002<\/p><div class=\"wh-source-urls\"><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\"><span class=\"wh-source-url\" data-no-translation dir=\"ltr\" style=\"overflow-wrap:anywhere;font:12px\/1.6 ui-monospace,monospace;direction:ltr\">https:\/\/huggingface.co\/docs\/transformers\/v4.48.2\/kv_cache<\/span><\/p><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\"><span class=\"wh-source-url\" data-no-translation dir=\"ltr\" style=\"overflow-wrap:anywhere;font:12px\/1.6 ui-monospace,monospace;direction:ltr\">https:\/\/docs.pytorch.org\/tutorials\/intermediate\/intermediate_data_loading_tutorial.html<\/span><\/p><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\"><span class=\"wh-source-url\" data-no-translation dir=\"ltr\" style=\"overflow-wrap:anywhere;font:12px\/1.6 ui-monospace,monospace;direction:ltr\">https:\/\/huggingface.co\/docs\/transformers\/v4.35.0\/en\/model_memory_anatomy<\/span><\/p><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\"><span class=\"wh-source-url\" data-no-translation dir=\"ltr\" style=\"overflow-wrap:anywhere;font:12px\/1.6 ui-monospace,monospace;direction:ltr\">https:\/\/docs.vllm.ai\/en\/v0.8.5\/serving\/distributed_serving.html<\/span><\/p><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\"><span class=\"wh-source-url\" data-no-translation dir=\"ltr\" style=\"overflow-wrap:anywhere;font:12px\/1.6 ui-monospace,monospace;direction:ltr\">https:\/\/huggingface.co\/docs\/transformers\/grad_accumulation<\/span><\/p><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\"><span class=\"wh-source-url\" data-no-translation dir=\"ltr\" style=\"overflow-wrap:anywhere;font:12px\/1.6 ui-monospace,monospace;direction:ltr\">https:\/\/docs.nvidia.com\/gpudirect-storage\/overview-guide\/<\/span><\/p><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\"><span class=\"wh-source-url\" data-no-translation dir=\"ltr\" style=\"overflow-wrap:anywhere;font:12px\/1.6 ui-monospace,monospace;direction:ltr\">https:\/\/docs.vllm.ai\/en\/v0.20.1\/serving\/data_parallel_deployment\/<\/span><\/p><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\"><span class=\"wh-source-url\" data-no-translation dir=\"ltr\" style=\"overflow-wrap:anywhere;font:12px\/1.6 ui-monospace,monospace;direction:ltr\">https:\/\/docs.nvidia.com\/deploy\/nvidia-smi\/index.html<\/span><\/p><\/div><\/section><\/div>","protected":false},"excerpt":{"rendered":"<p>AI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u30a4\u30f3\u30d5\u30e9\u304c\u5fc5\u8981\u304b\uff1f 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