{"id":22139,"date":"2026-11-13T08:00:00","date_gmt":"2026-11-13T07:00:00","guid":{"rendered":"https:\/\/webhosting.de\/?p=22139"},"modified":"2026-11-05T08:25:52","modified_gmt":"2026-11-05T07:25:52","slug":"%e6%8e%a8%e8%ab%96%e3%82%b5%e3%83%bc%e3%83%90%e3%83%bc%e3%81%ae%e3%82%aa%e3%83%bc%e3%83%97%e3%83%b3%e3%82%bd%e3%83%bc%e3%82%b9%e6%af%94%e8%bc%83","status":"publish","type":"post","link":"https:\/\/webhosting.de\/ja\/inference-server-open-source-vergleich\/","title":{"rendered":"\u30a4\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u30fb\u30b5\u30fc\u30d0\u30fc\u306e\u6bd4\u8f03\uff1aAI\u30e2\u30c7\u30eb\u5411\u3051\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30fb\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3"},"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\">\u30a4\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u30fb\u30b5\u30fc\u30d0\u30fc\u306f\u3001API\u3092\u4ecb\u3057\u3066AI\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3069\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u9069\u3057\u3066\u3044\u308b\u304b\u306f\u3001\u30e2\u30c7\u30eb\u306e\u5f62\u5f0f\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u8ca0\u8377\u3001\u304a\u3088\u3073\u904b\u7528\u76ee\u6a19\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002 <strong style=\"font-weight:700;color:inherit\">llama.cpp<\/strong> \u306f\u3001\u30ed\u30fc\u30ab\u30ebGGUF\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u30dd\u30a4\u30f3\u30c8\u3067\u3042\u308b\u3002vLLM\u3068SGLang\u306f\u3001\u751f\u6210\u578b\u30b5\u30fc\u30d3\u30b9\u306e\u6bd4\u8f03\u5bfe\u8c61\u3068\u3057\u3066\u691c\u8a0e\u3055\u308c\u308b\u3002Triton\u306f\u3001\u8907\u6570\u306e\u30e2\u30c7\u30eb\u30bf\u30a4\u30d7\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u5099\u3048\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\u3002\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30e2\u30fc\u30c9\u306b\u3042\u308b\u5834\u5408\u3067\u3082\u3001\u65e2\u5b58\u306eTGI\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u306f\u5f15\u304d\u7d9a\u304d\u91cd\u8981\u3067\u3042\u308b\u3002 \u78ba\u5b9f\u306a\u5224\u65ad\u3092\u4e0b\u3059\u306b\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u30e2\u30c7\u30eb\u304a\u3088\u3073\u30b5\u30fc\u30d0\u30fc\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002   <\/p>\n<nav class=\"wh-toc\" 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=\"#inference-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\">\u63a8\u8ad6\u30b5\u30fc\u30d0\u30fc\u306e\u6a5f\u80fd<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#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\">\u30e2\u30c7\u30eb\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u304a\u3088\u3073\u6a29\u5229\u3092\u78ba\u8a8d\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=\"#llm-arbeitslast\" 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\">LLM\u3078\u306e\u30af\u30a8\u30ea\u304c\u30ea\u30bd\u30fc\u30b9\u3092\u3069\u306e\u3088\u3046\u306b\u6d88\u8cbb\u3059\u308b\u304b<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#loesungsvergleich\" 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\">4\u3064\u306e\u89e3\u6c7a\u7b56\u3092\u5206\u985e\u3057\u3001SGLang\u3092\u4ee3\u66ff\u6848\u3068\u3057\u3066\u691c\u8a0e\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=\"#lokaler-prototyp\" 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\">\u30ed\u30fc\u30ab\u30eb\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306e\u6e96\u5099<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#last-und-kapazitaet\" 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\u3068\u30b9\u30c8\u30ec\u30fc\u30b8\u8981\u4ef6\u306e\u8a08\u753b<\/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-sicherheit\" 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\">API\u3092\u5b89\u5168\u304b\u3064\u76e3\u8996\u53ef\u80fd\u306a\u72b6\u614b\u3067\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=\"#fehlersuche-migration\" 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\">\u554f\u984c\u306e\u7279\u5b9a\u3068TGI\u306e\u79fb\u884c<\/a><\/div>\n<div class=\"wh-toc-item\" style=\"display:block;min-width:0;margin:0;padding:0\"><a class=\"wh-toc-link\" href=\"#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\">\u9069\u5207\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u9078\u629e\u3059\u308b<\/a><\/div>\n<\/div><\/nav><section class=\"wh-section\" aria-labelledby=\"inference-grundlagen\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"inference-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\">\u63a8\u8ad6\u30b5\u30fc\u30d0\u30fc\u306e\u6a5f\u80fd<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u63a8\u8ad6\u30b5\u30fc\u30d0\u30fc\u306f\u3001\u30af\u30a8\u30ea\u306b\u5bfe\u3057\u3066\u3001\u3059\u3067\u306b\u5b66\u7fd2\u6e08\u307f\u306eAI\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u5165\u529b\u3092 <strong style=\"font-weight:700;color:inherit\">API<\/strong>\u3001\u30b5\u30fc\u30d0\u30fc\u306f\u305d\u308c\u3089\u3092\u30e2\u30c7\u30eb\u5b9f\u884c\u74b0\u5883\u306b\u6e21\u3059\u3068\u3001\u5b9f\u884c\u74b0\u5883\u306f\u8aad\u307f\u8fbc\u307e\u308c\u305f\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u7528\u3044\u3066\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u306f\u30b5\u30fc\u30d0\u30fc\u3092\u7d4c\u7531\u3057\u3066\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u8fd4\u3055\u308c\u307e\u3059\u3002\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5834\u5408\u3001\u3053\u308c\u306f\u30c6\u30ad\u30b9\u30c8\u5f62\u5f0f\u306e\u5fdc\u7b54\u3068\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306b\u3088\u3063\u3066\u306f\u30c8\u30fc\u30af\u30f3\u30b9\u30c8\u30ea\u30fc\u30e0\u3068\u3057\u3066\u6bb5\u968e\u7684\u306b\u51fa\u529b\u3055\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30b5\u30fc\u30d0\u30fc\u3001\u30e9\u30f3\u30bf\u30a4\u30e0\u3001\u30e2\u30c7\u30eb\u306f\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u69cb\u6210\u8981\u7d20\u3067\u3059\u3002\u91cd\u307f\u306b\u306f\u5b66\u7fd2\u3055\u308c\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u30e9\u30f3\u30bf\u30a4\u30e0\u306f\u5229\u7528\u53ef\u80fd\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u4e0a\u3067\u8a08\u7b97\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u4e00\u65b9\u3001\u30b5\u30fc\u30d0\u30fc\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3068\u8ee2\u9001\u3092\u7ba1\u7406\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30b5\u30fc\u30d0\u30fc\u3092\u5909\u66f4\u3057\u3066\u3082\u30e2\u30c7\u30eb\u304c\u81ea\u52d5\u7684\u306b\u7f6e\u304d\u63db\u308f\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u5225\u306e\u5f62\u5f0f\u3084\u5225\u306e\u30e9\u30f3\u30bf\u30a4\u30e0\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30e6\u30fc\u30b6\u30fc\u7ba1\u7406\u3084\u30d3\u30b8\u30cd\u30b9\u30ed\u30b8\u30c3\u30af\u306b\u306f\u3001\u305f\u3044\u3066\u3044\u306e\u5834\u5408\u3001\u8ffd\u52a0\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5c64\u304c\u5fc5\u8981\u3068\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u5c64\u306f\u3001\u4f8b\u3048\u3070\u3001\u3069\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u3067\u304d\u308b\u304b\u3001\u3069\u306e\u30c7\u30fc\u30bf\u304c\u30e2\u30c7\u30eb\u306b\u9001\u4fe1\u3055\u308c\u308b\u304b\u3001\u305d\u3057\u3066\u30e2\u30c7\u30eb\u306e\u5fdc\u7b54\u304c\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u3069\u306e\u3088\u3046\u306b\u7d44\u307f\u8fbc\u307e\u308c\u308b\u304b\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002 \u5358\u306b\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u306a\u30e2\u30c7\u30ebAPI\u3060\u3051\u3067\u306f\u3001\u3053\u308c\u3089\u306e\u30eb\u30fc\u30eb\u3092\u5b8c\u5168\u306b\u53cd\u6620\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3084\u30ed\u30b0\u8a18\u9332\u3082\u3001\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u4e00\u90e8\u3068\u3057\u3066\u8a08\u753b\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\">\u307e\u305f\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3092\u76ee\u7684\u3068\u3057\u305fLLM\u30b5\u30fc\u30d0\u30fc\u306f\u3001\u5fc5\u305a\u3057\u3082\u753b\u50cf\u5206\u985e\u3084\u305d\u306e\u4ed6\u306e\u30e2\u30c7\u30eb\u30bf\u30a4\u30d7\u306b\u5bfe\u5fdc\u3057\u305f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u306b\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u30e2\u30c7\u30eb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u9069\u5207\u306a\u30e9\u30f3\u30bf\u30a4\u30e0\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Triton\u306f\u3088\u308a\u5e83\u7bc4\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u3066\u304a\u308a\u3001\u30e2\u30c7\u30eb\u56fa\u6709\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9\u3092\u4ecb\u3057\u3066\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306b\u8ee2\u9001\u3057\u307e\u3059\u3002 \u3068\u306f\u3044\u3048\u3001\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u304c\u305d\u3053\u3067\u5b9f\u884c\u53ef\u80fd\u304b\u3069\u3046\u304b\u306f\u3001\u9069\u5207\u306a\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u306b\u304b\u304b\u3063\u3066\u3044\u307e\u3059\u3002 <\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"anforderungen\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"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\">\u30e2\u30c7\u30eb\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u304a\u3088\u3073\u6a29\u5229\u3092\u78ba\u8a8d\u3059\u308b<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u8ab2\u984c\u3068\u5177\u4f53\u7684\u306a\u5185\u5bb9\u304b\u3089\u9078\u629e\u3092\u59cb\u3081\u307e\u3057\u3087\u3046\u3002 <strong style=\"font-weight:700;color:inherit\">\u30e2\u30c7\u30eb\u306e\u6539\u8a02<\/strong>: \u30c1\u30e3\u30c3\u30c8\u30e2\u30c7\u30eb\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3001\u753b\u50cf\u5206\u985e\u30e2\u30c7\u30eb\u3067\u306f\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u8981\u4ef6\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u91cd\u307f\u5f62\u5f0f\u3092\u78ba\u8a8d\u3057\u3001\u76ee\u7684\u306e\u5b9f\u884c\u6642\u9593\u304c\u307e\u3055\u306b\u305d\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30ea\u30d3\u30b8\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u691c\u8a3c\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30e2\u30c7\u30eb\u540d\u304c\u77e5\u3089\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u3060\u3051\u3067\u306f\u3001\u4e92\u63db\u6027\u3084\u4e00\u8cab\u3057\u305f\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n<ul class=\"wh-list\" role=\"list\" style=\"list-style:none;margin:24px 0;padding:0\"><li style=\"margin:8px 0;padding:12px 17px;background:#f5f8fa;border:1px solid #e0e8ec;border-radius:9px\">\u8ab2\u984c\u3001\u30e2\u30c7\u30eb\u306e\u6539\u8a02\u3001\u304a\u3088\u3073\u5229\u7528\u53ef\u80fd\u306a\u91cd\u307f\u4ed8\u3051\u5f62\u5f0f\u3092\u8a18\u9332\u3059\u308b\u3002<\/li><li style=\"margin:8px 0;padding:12px 17px;background:#f5f8fa;border:1px solid #e0e8ec;border-radius:9px\">CPU\u307e\u305f\u306fGPU\u3001\u5229\u7528\u53ef\u80fd\u306a\u30e1\u30e2\u30ea\u3001\u30c9\u30e9\u30a4\u30d0\u3001\u304a\u3088\u3073\u5fc5\u8981\u306a\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li><li style=\"margin:8px 0;padding:12px 17px;background:#f5f8fa;border:1px solid #e0e8ec;border-radius:9px\">\u30b5\u30fc\u30d0\u30fc\u3001\u30e2\u30c7\u30eb\u30a6\u30a7\u30a4\u30c8\u3001\u304a\u3088\u3073\u8ffd\u52a0\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u5229\u7528\u6a29\u306b\u3064\u3044\u3066\u306f\u3001\u500b\u5225\u306b\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3002<\/li><li style=\"margin:8px 0;padding:12px 17px;background:#f5f8fa;border:1px solid #e0e8ec;border-radius:9px\">\u4e88\u60f3\u3055\u308c\u308b\u30af\u30a8\u30ea\u306e\u9577\u3055\u3001\u4e26\u5217\u51e6\u7406\u3001\u304a\u3088\u3073\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306e\u8981\u4ef6\u3092\u6587\u66f8\u5316\u3059\u308b\u3002<\/li><\/ul><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u9078\u5b9a\u306f\u3001\u5358\u306bGPU\u306e\u6709\u7121\u3068\u3044\u3046\u554f\u984c\u306b\u3068\u3069\u307e\u308a\u307e\u305b\u3093\u3002\u91cd\u307f\u4ed8\u3051\u30c7\u30fc\u30bf\u306f\u3001\u5b9f\u884c\u6642\u9593\u3084\u8ffd\u52a0\u30c7\u30fc\u30bf\u3068\u3068\u3082\u306b\u5229\u7528\u53ef\u80fd\u306a\u30e1\u30e2\u30ea\u306b\u53ce\u307e\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u30c9\u30e9\u30a4\u30d0\u3084\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3082\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u9069\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Triton\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306b\u95a2\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u306f\u3001\u3059\u3079\u3066\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u304c\u3059\u3079\u3066\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3053\u3068\u304c\u660e\u8a18\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u3057\u305f\u304c\u3063\u3066\u3001\u88fd\u54c1\u540d\u304b\u3089\u30b5\u30dd\u30fc\u30c8\u72b6\u6cc1\u3092\u63a8\u6e2c\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30b5\u30fc\u30d0\u30fc\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u30e2\u30c7\u30eb\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3001\u304a\u3088\u3073\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u3088\u3063\u3066\u3082\u9078\u629e\u7bc4\u56f2\u304c\u5236\u9650\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u3088\u308b\u3068\u3001llama.cpp \u3067\u306f <strong style=\"font-weight:700;color:inherit\">GGUF\u5f62\u5f0f<\/strong>. \u4ed6\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u3064\u3044\u3066\u306f\u3001\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5909\u63db\u65b9\u6cd5\u304c\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3060\u304b\u3089\u3068\u3044\u3063\u3066\u3001\u3059\u3079\u3066\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u30e2\u30c7\u30eb\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u304c\u305d\u306e\u307e\u307e\u52d5\u4f5c\u3059\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306f\u958b\u767a\u30d6\u30e9\u30f3\u30c1\u306b\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u30c7\u30d7\u30ed\u30a4\u3092\u884c\u3046\u524d\u306b\u3001\u9078\u629e\u3057\u305f\u30ea\u30ea\u30fc\u30b9\u3068\u306e\u6574\u5408\u6027\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30b5\u30fc\u30d0\u30fc\u306f\u3001\u305d\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u3092\u30e2\u30c7\u30eb\u30a6\u30a7\u30a4\u30c8\u306b\u5f15\u304d\u7d99\u3050\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5185\u90e8\u5229\u7528\u307e\u305f\u306f\u5546\u7528\u5229\u7528\u306e\u3044\u305a\u308c\u304c\u8a31\u53ef\u3055\u308c\u3066\u3044\u308b\u304b\u3001\u307e\u305f\u3069\u306e\u3088\u3046\u306a\u6761\u4ef6\u304c\u9069\u7528\u3055\u308c\u308b\u304b\u306b\u3064\u3044\u3066\u3001\u305d\u308c\u305e\u308c\u500b\u5225\u306b\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30a6\u30a7\u30a4\u30c8\u304c\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u308b\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3067\u306f\u3001\u3042\u3089\u3086\u308b\u5229\u7528\u3084\u518d\u914d\u5e03\u304c\u8a31\u53ef\u3055\u308c\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"llm-arbeitslast\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"llm-arbeitslast\" 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\">LLM\u3078\u306e\u30af\u30a8\u30ea\u304c\u30ea\u30bd\u30fc\u30b9\u3092\u3069\u306e\u3088\u3046\u306b\u6d88\u8cbb\u3059\u308b\u304b<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30c6\u30ad\u30b9\u30c8\u306e\u30af\u30a8\u30ea\u304c\u9001\u4fe1\u3055\u308c\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306f\u307e\u305a\u305d\u306e\u5165\u529b\u3092\u51e6\u7406\u3057\u307e\u3059\u3002\u3053\u306e\u6bb5\u968e\u306f <strong style=\"font-weight:700;color:inherit\">\u4e8b\u524d\u5165\u529b<\/strong>\u3002\u305d\u306e\u5f8c\u3001\u30c7\u30b3\u30fc\u30c9\u6bb5\u968e\u306b\u304a\u3044\u3066\u3001\u30c8\u30fc\u30af\u30f3\u3054\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u77ed\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u9577\u3044\u56de\u7b54\u306e\u5834\u5408\u3068\u3001\u9577\u3044\u6587\u66f8\u629c\u7c8b\u3068\u77ed\u3044\u56de\u7b54\u306e\u5834\u5408\u3068\u3067\u306f\u3001\u751f\u6210\u5de5\u7a0b\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u308b\u4f5c\u696d\u306e\u5272\u5408\u304c\u7570\u306a\u308a\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u3069\u3061\u3089\u306e\u5834\u5408\u3082\u30ad\u30e3\u30d1\u30b7\u30c6\u30a3\u8a08\u753b\u306b\u76db\u308a\u8fbc\u3080\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u751f\u6210\u4e2d\u3001\u30e9\u30f3\u30bf\u30a4\u30e0\u306f\u4e2d\u9593\u30c7\u30fc\u30bf\u3092 <strong style=\"font-weight:700;color:inherit\">KV\u30ad\u30e3\u30c3\u30b7\u30e5<\/strong> \u3053\u308c\u306b\u3088\u308a\u3001\u3059\u3067\u306b\u51e6\u7406\u6e08\u307f\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u5f8c\u7d9a\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u30e1\u30e2\u30ea\u8981\u4ef6\u306f\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306b\u52a0\u7b97\u3055\u308c\u3001\u30b7\u30fc\u30b1\u30f3\u30b9\u306e\u9577\u3055\u3084\u540c\u6642\u306b\u51e6\u7406\u3055\u308c\u308b\u30af\u30a8\u30ea\u306e\u6570\u306b\u3088\u3063\u3066\u5909\u5316\u3057\u307e\u3059\u3002\u30e2\u30c7\u30eb\u81ea\u4f53\u304c\u30e1\u30e2\u30ea\u306b\u53ce\u307e\u308b\u304b\u3089\u3068\u3044\u3063\u3066\u3001\u60f3\u5b9a\u3055\u308c\u308b\u8ca0\u8377\u3082\u540c\u69d8\u306b\u53ce\u307e\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">Continuous Batching\u306f\u3001\u56fa\u5b9a\u3055\u308c\u305f\u5171\u901a\u306e\u30d0\u30c3\u30c1\u3092\u5f85\u3064\u306e\u3067\u306f\u306a\u304f\u3001\u5b9f\u884c\u4e2d\u306e\u751f\u6210\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u67d4\u8edf\u306b\u675f\u306d\u307e\u3059\u3002PagedAttention\u306f\u3001KV\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u30e1\u30e2\u30ea\u3092\u30d6\u30ed\u30c3\u30af\u5358\u4f4d\u3067\u7ba1\u7406\u3057\u307e\u3059\u3002\u3053\u308c\u30892\u3064\u306e\u624b\u6cd5\u306fvLLM\u5411\u3051\u306b\u8aac\u660e\u3055\u308c\u3066\u304a\u308a\u3001\u30ea\u30bd\u30fc\u30b9\u5229\u7528\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u3057\u304b\u3057\u3001\u305d\u306e\u52b9\u679c\u304c\u3069\u306e\u7a0b\u5ea6\u3042\u308b\u304b\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30b5\u30a4\u30ba\u3001\u4e26\u5217\u51e6\u7406\u306e\u5ea6\u5408\u3044\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306a\u3069\u306e\u8981\u56e0\u306b\u4f9d\u5b58\u3059\u308b\u305f\u3081\u3001\u3042\u3089\u3086\u308b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u304a\u3044\u3066\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308b\u3068\u306f\u4e00\u6982\u306b\u306f\u8a00\u3048\u307e\u305b\u3093\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u4e00\u65b9\u3001Triton\u306f\u4e00\u822c\u7684\u306a\u30b5\u30fc\u30d0\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002\u30e2\u30c7\u30eb\u30d9\u30fc\u30b9\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9\u304c\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u53d7\u3051\u4ed8\u3051\u3001\u305d\u308c\u3092\u62c5\u5f53\u3059\u308b\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306b\u8ee2\u9001\u3057\u307e\u3059\u3002 \u30e2\u30c7\u30eb\u3054\u3068\u306b\u52d5\u7684\u306a\u30d0\u30c3\u30c1\u51e6\u7406\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u306f\u3059\u3079\u3066\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u304cLLM\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5185\u90e8\u3067\u540c\u3058\u3088\u3046\u306b\u51e6\u7406\u3057\u305f\u308a\u3001vLLM\u3068\u540c\u3058\u4fdd\u5b58\u65b9\u5f0f\u3092\u63a1\u7528\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u6bd4\u8f03\u3092\u884c\u3046\u969b\u306b\u306f\u3001\u5177\u4f53\u7684\u306a\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u30e2\u30c7\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u91cd\u8981\u3068\u306a\u308a\u307e\u3059\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u3057\u305f\u304c\u3063\u3066\u3001\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u30b5\u30fc\u30d3\u30b9\u306b\u304a\u3044\u3066\u306f\u30011\u79d2\u3042\u305f\u308a\u306e\u30c8\u30fc\u30af\u30f3\u6570\u3068\u3044\u3046\u5358\u4e00\u306e\u6570\u5024\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002\u51fa\u529b\u901f\u5ea6\u306b\u52a0\u3048\u3001\u6700\u521d\u306e\u30c8\u30fc\u30af\u30f3\u304c\u767a\u884c\u3055\u308c\u308b\u307e\u3067\u306e\u6642\u9593\u3084\u3001\u540c\u6642\u30ea\u30af\u30a8\u30b9\u30c8\u6642\u306e\u5f85\u3061\u6642\u9593\u3082\u3001\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002 \u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u9078\u5b9a\u3092\u884c\u3046\u524d\u306b\u3001\u4ee3\u8868\u7684\u306a\u5165\u529b\u30fb\u51fa\u529b\u9577\u304a\u3088\u3073\u540c\u4e00\u306e\u4e26\u5217\u51e6\u7406\u80fd\u529b\u3092\u6301\u3064\u5019\u88dc\u3092\u6bd4\u8f03\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"loesungsvergleich\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"loesungsvergleich\" 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\">4\u3064\u306e\u89e3\u6c7a\u7b56\u3092\u5206\u985e\u3057\u3001SGLang\u3092\u4ee3\u66ff\u6848\u3068\u3057\u3066\u691c\u8a0e\u3059\u308b<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u4ee5\u4e0b\u306e\u6982\u8981\u3067\u306f\u3001vLLM\u3001llama.cpp\u3001Triton\u3001TGI\u3092\u3001\u305d\u308c\u305e\u308c\u306e\u6587\u66f8\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u57fa\u3065\u3044\u3066\u5206\u985e\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30ea\u30ea\u30fc\u30b9\u306b\u7d10\u3065\u3044\u305f\u6a5f\u80fd\u3084\u6027\u80fd\u306e\u6bd4\u8f03\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 SGLang\u306b\u3064\u3044\u3066\u306f\u3001\u8a55\u4fa1\u5bfe\u8c61\u5916\u306e\u4ee3\u66ff\u6848\u3068\u3057\u3066\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002Hugging Face\u306f\u3001TGI\u306e\u5f8c\u7d99\u3068\u3057\u3066vLLM\u3068\u4e26\u3093\u3067SGLang\u3092\u63a8\u5968\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u3053\u304b\u3089\u7279\u5b9a\u306eSGLang\u30ea\u30ea\u30fc\u30b9\u306e\u30e2\u30c7\u30eb\u5f62\u5f0f\u3001\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3001\u307e\u305f\u306f\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30b5\u30dd\u30fc\u30c8\u3092\u63a8\u6e2c\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306b\u306f\u52d5\u7684\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30da\u30fc\u30b8\u304c\u542b\u307e\u308c\u3066\u304a\u308a\u3001llama.cpp \u306b\u306f\u958b\u767a\u30d6\u30e9\u30f3\u30c1\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001vLLM 0.10.2\u3001llama.cpp b6000\u3001Triton 25.10\u3001\u307e\u305f\u306f TGI 3.3.7 \u306b\u5bfe\u3059\u308b\u691c\u8a3c\u304c\u5b8c\u4e86\u3057\u3066\u3044\u308b\u3053\u3068\u306f\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002 \u3057\u305f\u304c\u3063\u3066\u3001\u3053\u308c\u3089\u306e\u30ea\u30ea\u30fc\u30b9\u5bfe\u5fdc\u8868\u306f\u6bd4\u8f03\u306e\u57fa\u6e96\u3068\u3057\u3066\u4f7f\u7528\u3055\u308c\u307e\u305b\u3093\u3002\u30c7\u30d7\u30ed\u30a4\u3092\u884c\u3046\u524d\u306b\u3001\u5b9f\u969b\u306b\u9078\u629e\u3057\u305f\u30b5\u30fc\u30d0\u30fc\u30d0\u30fc\u30b8\u30e7\u30f3\u304a\u3088\u3073\u30e2\u30c7\u30eb\u30ea\u30d3\u30b8\u30e7\u30f3\u306b\u5fc5\u8981\u306a\u4ed5\u69d8\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<div class=\"wh-table-scroll\" tabindex=\"0\" role=\"region\" aria-label=\"\u30ea\u30ea\u30fc\u30b9\u306b\u95a2\u9023\u3059\u308b\u4e92\u63db\u6027\u306e\u691c\u8a3c\u3092\u884c\u308f\u306a\u30444\u3064\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u4e00\u822c\u7684\u306a\u5206\u985e\" 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\">\u30ea\u30ea\u30fc\u30b9\u306b\u95a2\u9023\u3059\u308b\u4e92\u63db\u6027\u306e\u691c\u8a3c\u3092\u884c\u308f\u306a\u30444\u3064\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u4e00\u822c\u7684\u306a\u5206\u985e<\/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\">\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/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\">\u8a18\u9332\u3055\u308c\u305f\u51fa\u767a\u70b9<\/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\">\u5206\u985e\u306e\u9650\u754c<\/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\">\u516c\u958b\u8a66\u9a13<\/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\">vLLM<\/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\">OpenAI \u4e92\u63db\u306e HTTP \u30b5\u30fc\u30d0\u30fc\u3002\u30c1\u30e3\u30c3\u30c8\u30ea\u30af\u30a8\u30b9\u30c8\u306b\u306f\u3001\u9069\u5207\u306a\u30c1\u30e3\u30c3\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304c\u5fc5\u8981\u3067\u3059\u3002<\/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\">\u52d5\u7684\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3042\u308a\u30010.10.2 \u306e\u8a3c\u62e0\u3068\u306f\u306a\u3089\u306a\u3044<\/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\">\u9078\u629e\u3057\u305f\u30ea\u30ea\u30fc\u30b9\u306b\u5bfe\u5fdc\u3059\u308b\u30e2\u30c7\u30eb\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u304a\u3088\u3073\u5fc5\u8981\u306aAPI\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u78ba\u8a8d\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\">llama.cpp<\/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\">GGUF \u304c\u5fc5\u8981\u306a\u30e2\u30c7\u30eb\u5f62\u5f0f\u3068\u3057\u3066\u6307\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5909\u63db\u65b9\u6cd5\u306b\u3064\u3044\u3066\u306f\u4ee5\u4e0b\u3067\u8aac\u660e\u3057\u307e\u3059\u3002<\/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\">master\u30d6\u30e9\u30f3\u30c1\u4e0a\u306e\u30e2\u30c7\u30eb\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001b6000\u306e\u8a3c\u660e\u306a\u3057<\/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\">\u9078\u629e\u3057\u305f\u30d3\u30eb\u30c9\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3001\u5909\u63db\u3001\u304a\u3088\u3073\u30b5\u30fc\u30d0\u30fc\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u78ba\u8a8d\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\">NVIDIA Triton<\/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\">\u30e2\u30c7\u30eb\u56fa\u6709\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\uff1bHTTP \u304a\u3088\u3073 gRPC<\/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\">\u4e00\u822c\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u300125.10\u306b\u95a2\u3059\u308b\u8a3c\u62e0\u306a\u3057<\/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\">\u30e2\u30c7\u30eb\u304a\u3088\u3073\u30ea\u30ea\u30fc\u30b9\u3054\u3068\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u78ba\u8a8d\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\">TGI<\/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\">\u30c6\u30ad\u30b9\u30c8\u751f\u6210\uff1b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30e2\u30fc\u30c9\u4e2d<\/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\">\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u306f\u30013.3.7\u306e\u6280\u8853\u7684\u8a55\u4fa1\u3067\u306f\u306a\u3044<\/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\">\u5c0e\u5165\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u304a\u3088\u3073API\u306e\u4e92\u63db\u6027\u3001\u306a\u3089\u3073\u306b\u79fb\u884c\u306e\u5fc5\u8981\u6027\u3092\u78ba\u8a8d\u3059\u308b<\/td><\/tr><\/tbody><\/table><\/div><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u5b9f\u969b\u306e <strong style=\"font-weight:700;color:inherit\">\u55b6\u696d\u8cbb\u7528<\/strong> \u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u306e\u63d0\u4f9b\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u76e3\u8996\u306a\u3069\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u8868\u304b\u3089\u306f\u3001\u76f4\u63a5\u7684\u306a\u5de5\u6570\u306e\u6bd4\u8f03\u306f\u3067\u304d\u307e\u305b\u3093\u3002\u30ed\u30fc\u30ab\u30eb\u306e\u5358\u4e00\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u3001\u8907\u6570\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u6301\u3064\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u306f\u3001\u8981\u4ef6\u304c\u7570\u306a\u308b\u304b\u3089\u3067\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u307e\u305a\u305d\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b9f\u969b\u306b\u3069\u306e\u3088\u3046\u306a\u30bf\u30b9\u30af\u3092\u9042\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">Hugging Face\u306fTGI\u3092 <strong style=\"font-weight:700;color:inherit\">\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30e2\u30fc\u30c9<\/strong> \u307e\u305f\u3001\u4ee3\u66ff\u6848\u3068\u3057\u3066vLLM\u3084SGLang\u3092\u6319\u3052\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u65e2\u5b58\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u74b0\u5883\u3092\u76f4\u3061\u306b\u7f6e\u304d\u63db\u3048\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305f\u3060\u3057\u3001\u65b0\u898f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u304a\u3044\u3066\u306f\u3001\u4eca\u5f8c\u306e\u958b\u767a\u304c\u9650\u5b9a\u7684\u3067\u3042\u308b\u70b9\u3092\u8a08\u753b\u306b\u7e54\u308a\u8fbc\u3080\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u79fb\u884c\u3092\u884c\u3046\u524d\u306b\u306f\u3001API\u306e\u6319\u52d5\u3068\u30e2\u30c7\u30eb\u306e\u54c1\u8cea\u3092\u500b\u5225\u306b\u6bd4\u8f03\u691c\u8a0e\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\">Triton\u3068vLLM\u306f\u3001\u539f\u5247\u3068\u3057\u3066\u4e92\u3044\u306b\u6392\u4ed6\u7684\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002Triton\u306fvLLM\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u7279\u5b9a\u306e\u30e2\u30c7\u30eb\u304c\u3001\u9078\u629e\u3057\u305f\u30d0\u30fc\u30b8\u30e7\u30f3\u304a\u3088\u3073\u65e2\u5b58\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u52d5\u4f5c\u3059\u308b\u304b\u3069\u3046\u304b\u306f\u3001\u305d\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3064\u3044\u3066\u500b\u5225\u306b\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Triton\u306e\u4e00\u822c\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3060\u3051\u3067\u306f\u3001\u3042\u3089\u3086\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u306e\u3042\u3089\u3086\u308b\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002  <\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"lokaler-prototyp\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"lokaler-prototyp\" 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\">\u30ed\u30fc\u30ab\u30eb\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306e\u6e96\u5099<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30ed\u30fc\u30ab\u30eb\u3067\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u4f5c\u6210\u3067\u306f\u3001\u307e\u305a\u30bf\u30b9\u30af\u3068\u5178\u578b\u7684\u306a\u5165\u529b\u4f8b\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u305d\u306e\u76ee\u7684\u306b\u9069\u3057\u3066\u3044\u308b\u3068\u601d\u308f\u308c\u308b\u5177\u4f53\u7684\u306a\u30e2\u30c7\u30eb\u30ea\u30d3\u30b8\u30e7\u30f3\u3092\u9078\u629e\u3057\u3001\u305d\u306e\u5229\u7528\u6761\u4ef6\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30b5\u30fc\u30d0\u30fc\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u3060\u3051\u3067\u306f\u3001\u610f\u56f3\u3057\u305f\u76ee\u7684\u306e\u305f\u3081\u306b\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3001\u5909\u66f4\u3001\u307e\u305f\u306f\u4f7f\u7528\u3057\u3066\u3088\u3044\u304b\u3069\u3046\u304b\u306f\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">llama.cpp \u3067\u306f\u3001\u4ee5\u4e0b\u306e\u5f62\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059 <strong style=\"font-weight:700;color:inherit\">GGUF<\/strong>. \u9069\u5207\u306aGGUF\u30d0\u30ea\u30a2\u30f3\u30c8\u3092\u63a2\u3059\u304b\u3001\u5143\u306e\u30e2\u30c7\u30eb\u304c\u6587\u66f8\u5316\u3055\u308c\u305f\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u5909\u63db\u53ef\u80fd\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u306f\u3001\u958b\u767a\u30d6\u30e9\u30f3\u30c1\u306b\u304a\u3051\u308b\u305d\u306e\u3088\u3046\u306a\u5909\u63db\u306b\u3064\u3044\u3066\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u306f\u3001\u3059\u3079\u3066\u306e\u65e7\u30ea\u30ea\u30fc\u30b9\u304c\u3042\u3089\u3086\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u5909\u63db\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u4fdd\u8a3c\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\">\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u524d\u306b\u3001\u9078\u629e\u3057\u305f\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u304c\u3054\u4f7f\u7528\u306eCPU\u307e\u305f\u306fGPU\u3067\u6307\u5b9a\u3055\u308c\u305f\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u304b\u3001\u307e\u305f\u91cd\u307f\u3068\u5b9f\u884c\u6642\u9593\u306e\u305f\u3081\u306b\u5341\u5206\u306a\u30e1\u30e2\u30ea\u304c\u78ba\u4fdd\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u91cf\u5b50\u5316\u3055\u308c\u305f\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u91cd\u307f\u306e\u30e1\u30e2\u30ea\u4f7f\u7528\u91cf\u3092\u524a\u6e1b\u3067\u304d\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3060\u3057\u3001\u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba\u304c\u5c0f\u3055\u3044\u304b\u3089\u3068\u3044\u3063\u3066\u7d50\u679c\u306b\u5909\u5316\u304c\u306a\u3044\u3068\u6c7a\u3081\u3064\u3051\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u305d\u306e\u56de\u7b54\u3092\u81ea\u8eab\u306e\u54c1\u8cea\u8981\u4ef6\u3068\u7167\u3089\u3057\u5408\u308f\u305b\u3066\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\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\/lokaler-prototyp-mini-pc-ssd-48a388a2-detail1-066e960395-1024x683.webp\" class=\"wp-image-22148\" alt=\"\u6728\u88fd\u306e\u30c6\u30fc\u30d6\u30eb\u306e\u4e0a\u306b\u7f6e\u304b\u308c\u305f\u30df\u30cbPC\u3068\u5916\u4ed8\u3051SSD\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\/lokaler-prototyp-mini-pc-ssd-48a388a2-detail1-066e960395-1024x683.webp 1024w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/lokaler-prototyp-mini-pc-ssd-48a388a2-detail1-066e960395-300x200.webp 300w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/lokaler-prototyp-mini-pc-ssd-48a388a2-detail1-066e960395-768x512.webp 768w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/lokaler-prototyp-mini-pc-ssd-48a388a2-detail1-066e960395-18x12.webp 18w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/lokaler-prototyp-mini-pc-ssd-48a388a2-detail1-066e960395.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\u304c\u751f\u6210\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u753b\u50cf\uff1a\u30ed\u30fc\u30ab\u30eb\u3067\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u4f5c\u6210\u306b\u304a\u3044\u3066\u306f\u3001\u5229\u7528\u53ef\u80fd\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3084\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u540c\u69d8\u306b\u3001\u30e2\u30c7\u30eb\u5f62\u5f0f\u3082\u91cd\u8981\u3068\u306a\u308b\u3002<\/figcaption><\/figure><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u306b\u306f\u5177\u4f53\u7684\u306a\u30d3\u30eb\u30c9\u3092\u9078\u629e\u3057\u3001\u305d\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u57fa\u3065\u3044\u3066\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304a\u3088\u3073\u30b5\u30fc\u30d0\u30fc\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u7167\u5408\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u524d\u8ff0\u306e\u30d3\u30eb\u30c9 b6000 \u306b\u3064\u3044\u3066\u306f\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u7d10\u3065\u3044\u305f\u691c\u8a3c\u8a18\u9332\u304c\u5b58\u5728\u3057\u306a\u3044\u305f\u3081\u3001\u691c\u8a3c\u6e08\u307f\u306e\u51fa\u767a\u70b9\u3068\u3057\u3066\u63a8\u5968\u3055\u308c\u307e\u305b\u3093\u3002 \u958b\u767a\u30d6\u30e9\u30f3\u30c1\u306b\u3042\u308b\u65e2\u5b58\u306e\u30e2\u30c7\u30eb\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u3001\u9078\u629e\u3057\u305f\u30d3\u30eb\u30c9\u306e\u30b5\u30fc\u30d0\u30fc\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u305d\u306e\u4e92\u63db\u6027\u691c\u8a3c\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\">\u307e\u305a\u306f\u30b5\u30fc\u30d3\u30b9\u3092\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u306e\u307f\u516c\u958b\u3057\u3001\u4ee3\u8868\u7684\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u3044\u304f\u3064\u304b\u9001\u4fe1\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u306e\u969b\u3001\u5fdc\u7b54\u304c\u8fd4\u3063\u3066\u304f\u308b\u304b\u3069\u3046\u304b\u3060\u3051\u3067\u306a\u304f\u3001\u5165\u529b\u5f62\u5f0f\u3001\u30e2\u30c7\u30eb\u3001\u751f\u6210\u8a2d\u5b9a\u304c\u8a08\u753b\u3057\u3066\u3044\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3082\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u5358\u767a\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u6210\u529f\u3057\u305f\u304b\u3089\u3068\u3044\u3063\u3066\u3001\u9ad8\u8ca0\u8377\u3078\u306e\u8010\u6027\u3084\u3059\u3079\u3066\u306e\u5fdc\u7b54\u306e\u54c1\u8cea\u304c\u4fdd\u8a3c\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">3\u3064\u306e\u7d50\u679c\u3092\u5225\u3005\u306b\u8a18\u9332\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u306b\u57fa\u3065\u304f\u5185\u5bb9\u306e\u8cea\u3001\u4f53\u611f\u3055\u308c\u308b\u5fdc\u7b54\u6642\u9593\u3001\u305d\u3057\u3066\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3001\u5909\u63db\u3001\u63d0\u4f9b\u306b\u304b\u304b\u308b\u624b\u9593\u3067\u3059\u3002\u305d\u3046\u3059\u308b\u3053\u3068\u3067\u3001\u4f8b\u3048\u3070\u3001\u624b\u65e9\u304f\u69cb\u7bc9\u3057\u305f\u30e2\u30c7\u30eb\u304c\u6280\u8853\u7684\u306b\u4e0d\u9069\u5207\u304b\u3069\u3046\u304b\u3092\u898b\u6975\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Linux\u30db\u30b9\u30c8\u3092\u3053\u308c\u3068\u306f\u5225\u306b\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u3001 <a href=\"https:\/\/webhosting.de\/ja\/1%e3%83%91%e3%83%8d%e3%83%ab%e3%82%aa%e3%83%bc%e3%83%97%e3%83%b3%e3%82%bd%e3%83%bc%e3%82%b9%e3%82%b5%e3%83%bc%e3%83%90%e3%83%bc%e3%83%91%e3%83%8d%e3%83%ablinux%e3%82%b5%e3%83%bc%e3%83%90%e3%83%bc\/\">\u30b5\u30fc\u30d0\u30fc\u7ba1\u7406\u30c4\u30fc\u30eb\u300c1Panel\u300d\u306e\u6982\u8981<\/a> \u88dc\u8db3\u7684\u306a\u60c5\u5831\u3068\u3057\u3066\u3001\u30b5\u30fc\u30d0\u30fc\u30d1\u30cd\u30eb\u306f\u30e2\u30c7\u30eb\u306e\u5b9f\u884c\u6642\u9593\u306e\u78ba\u8a8d\u306b\u4ee3\u308f\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"last-und-kapazitaet\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"last-und-kapazitaet\" 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\u3068\u30b9\u30c8\u30ec\u30fc\u30b8\u8981\u4ef6\u306e\u8a08\u753b<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u5185\u5bb9\u304c\u5927\u304d\u304f\u7570\u306a\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002\u77ed\u3044\u8cea\u554f\u3068\u7c21\u6f54\u306a\u56de\u7b54\u3067\u306f\u3001\u9577\u3044\u6587\u66f8\u629c\u7c8b\u3068\u8a73\u7d30\u306a\u51fa\u529b\u3068\u306f\u3001\u5fc5\u8981\u306a\u30ea\u30bd\u30fc\u30b9\u304c\u7570\u306a\u308a\u307e\u3059\u3002 \u3057\u305f\u304c\u3063\u3066\u3001\u5178\u578b\u7684\u306a\u5165\u529b\u30fb\u51fa\u529b\u306e\u9577\u3055\u3084\u3001\u3088\u308a\u5927\u898f\u6a21\u306a\u30b1\u30fc\u30b9\u3001\u304a\u3088\u3073\u4e88\u60f3\u3055\u308c\u308b\u540c\u6642\u63a5\u7d9a\u30e6\u30fc\u30b6\u30fc\u6570\u3092\u628a\u63e1\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u5358\u4e00\u306e\u6210\u529f\u3057\u305f\u547c\u3073\u51fa\u3057\u3060\u3051\u3067\u306f\u3001\u8ca0\u8377\u304c\u304b\u304b\u3063\u305f\u72b6\u6cc1\u4e0b\u3067\u306e\u6319\u52d5\u3092\u5341\u5206\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u5fc5\u8981\u306a\u30e1\u30e2\u30ea\u5bb9\u91cf\u306f\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5b9f\u884c\u6642\u9593\u3084\u4e2d\u9593\u5024\u306b\u3082\u30b9\u30da\u30fc\u30b9\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001LLM\u3078\u306e\u4e26\u5217\u30af\u30a8\u30ea\u304c\u5897\u3048\u308b\u3068\u3001\u3055\u3089\u306b <strong style=\"font-weight:700;color:inherit\">KV\u30ad\u30e3\u30c3\u30b7\u30e5<\/strong>. \u305d\u306e\u305f\u3081\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u9577\u304f\u306a\u3063\u305f\u308a\u3001\u540c\u6642\u306b\u51e6\u7406\u3055\u308c\u308b\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u5897\u3048\u305f\u308a\u3059\u308b\u3068\u3001\u91cd\u307f\u305d\u306e\u3082\u306e\u306f\u5229\u7528\u53ef\u80fd\u306a\u30e1\u30e2\u30ea\u306b\u53ce\u307e\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u69cb\u6210\u306e\u9650\u754c\u306b\u9054\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\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\/llm-anfragen-speicherplanung-illustration-48a388a2-detail2-9941c1ca7d-1024x683.webp\" class=\"wp-image-22149\" alt=\"\u4e26\u884c\u3059\u308b\u554f\u3044\u5408\u308f\u305b\u3092\u8c61\u5fb4\u3059\u308b\u3082\u306e\u3068\u3057\u3066\u3001\u9650\u3089\u308c\u305f\u53ce\u7d0d\u30b9\u30da\u30fc\u30b9\u5185\u306b\u9577\u3055\u306e\u7570\u306a\u308b\u7d19\u7247\u304c\u4e26\u3093\u3067\u3044\u308b\u69d8\u5b50\u3092AI\u304c\u751f\u6210\u3057\u305f\u30a4\u30e9\u30b9\u30c8\u3002\" decoding=\"async\" srcset=\"https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/llm-anfragen-speicherplanung-illustration-48a388a2-detail2-9941c1ca7d-1024x683.webp 1024w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/llm-anfragen-speicherplanung-illustration-48a388a2-detail2-9941c1ca7d-300x200.webp 300w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/llm-anfragen-speicherplanung-illustration-48a388a2-detail2-9941c1ca7d-768x512.webp 768w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/llm-anfragen-speicherplanung-illustration-48a388a2-detail2-9941c1ca7d-18x12.webp 18w, https:\/\/webhosting.de\/wp-content\/uploads\/2026\/11\/llm-anfragen-speicherplanung-illustration-48a388a2-detail2-9941c1ca7d.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\u751f\u6210\u306e\u30a4\u30e9\u30b9\u30c8\uff1a\u9577\u3055\u306e\u7570\u306a\u308b\u4e26\u5217\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u3001\u5229\u7528\u53ef\u80fd\u306a\u30e1\u30e2\u30ea\u3092\u5171\u540c\u3067\u6d88\u8cbb\u3059\u308b\u3002<\/figcaption><\/figure><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">vLLM\u306b\u304a\u3044\u3066\u3001Continuous Batching\u3068PagedAttention\u306f\u3001\u9032\u884c\u4e2d\u306e\u30af\u30a8\u30ea\u304a\u3088\u3073\u30ad\u30e3\u30c3\u30b7\u30e5\u30e1\u30e2\u30ea\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u78ba\u7acb\u3055\u308c\u305f\u624b\u6cd5\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u3089\u306f\u30ea\u30bd\u30fc\u30b9\u8a08\u753b\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u4e26\u5217\u51e6\u7406\u3068\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u306e\u3069\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u73fe\u5b9f\u7684\u304b\u306f\u3001\u30e2\u30c7\u30eb\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u304a\u3088\u3073\u9078\u629e\u3057\u305f\u69cb\u6210\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002 \u3057\u305f\u304c\u3063\u3066\u3001\u3042\u3089\u3086\u308b\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u304a\u3044\u3066\u4e00\u5f8b\u306b\u6027\u80fd\u5411\u4e0a\u304c\u5f97\u3089\u308c\u308b\u3068\u306f\u8a00\u3044\u5207\u308c\u307e\u305b\u3093\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u7c21\u5358\u306a\u6570\u91cf\u8a08\u7b97\u304c\u6e96\u5099\u306e\u52a9\u3051\u306b\u306a\u308a\u307e\u3059\u3002\u4eee\u306b1\u4ef6\u3042\u305f\u308a200\u306e\u914d\u5e03\u30c8\u30fc\u30af\u30f3\u3068\u306a\u308b\u554f\u3044\u5408\u308f\u305b\u304c100\u4ef6\u3042\u308b\u3068\u3059\u308b\u3068\u3001\u5408\u8a08\u306720,000\u306e\u914d\u5e03\u30c8\u30fc\u30af\u30f3\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f <strong style=\"font-weight:700;color:inherit\">\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u6e2c\u5b9a\u306a\u3057<\/strong>\u3002\u671f\u9593\u3001\u5165\u529b\u9577\u3001\u4e26\u5217\u51e6\u7406\u3001\u305d\u306e\u4ed6\u306e\u904b\u7528\u30c7\u30fc\u30bf\u304c\u4e0d\u660e\u306a\u305f\u3081\u3001\u3053\u308c\u3060\u3051\u3067\u306f1\u79d2\u3042\u305f\u308a\u306e\u30c8\u30fc\u30af\u30f3\u6570\u3084\u30b3\u30b9\u30c8\u306b\u3064\u3044\u3066\u4f55\u3089\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u5f8c\u3067\u6bd4\u8f03\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u30e2\u30c7\u30eb\u3068\u30ea\u30d3\u30b8\u30e7\u30f3\u3001\u91cf\u5b50\u5316\u3001\u30b5\u30fc\u30d0\u30fc\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u5229\u7528\u53ef\u80fd\u306a\u30e1\u30e2\u30ea\u3092\u8a18\u8f09\u3057\u305f\u30c6\u30b9\u30c8\u30de\u30c8\u30ea\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3059\u308b\u3002 \u5165\u529b\u304a\u3088\u3073\u51fa\u529b\u306e\u9577\u3055\u3001\u306a\u3089\u3073\u306b\u4e26\u5217\u51e6\u7406\u3092\u5236\u5fa1\u3057\u306a\u304c\u3089\u5909\u5316\u3055\u305b\u3066\u304f\u3060\u3055\u3044\u3002\u6700\u521d\u306e\u30c8\u30fc\u30af\u30f3\u304c\u8868\u793a\u3055\u308c\u308b\u307e\u3067\u306e\u6642\u9593\u3001\u51fa\u529b\u901f\u5ea6\u3001\u30a8\u30e9\u30fc\u7387\u3092\u8a18\u9332\u3057\u3001\u540c\u3058\u30c6\u30b9\u30c8\u30b1\u30fc\u30b9\u3092\u7528\u3044\u3066\u5fdc\u7b54\u306e\u54c1\u8cea\u3092\u5225\u9014\u8a55\u4fa1\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u9055\u3044\u3092\u8ffd\u8de1\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u751f\u6210\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u30c1\u30e3\u30c3\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3082\u30ed\u30b0\u306b\u542b\u3081\u3066\u304f\u3060\u3055\u3044\u3002 <\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"betrieb-sicherheit\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"betrieb-sicherheit\" 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\">API\u3092\u5b89\u5168\u304b\u3064\u76e3\u8996\u53ef\u80fd\u306a\u72b6\u614b\u3067\u904b\u7528\u3059\u308b<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u624b\u304c\u5c4a\u304f <strong style=\"font-weight:700;color:inherit\">\u63a8\u8ad6\u30b5\u30fc\u30d0\u30fc<\/strong> \u307e\u3060\u5b89\u5168\u306a\u30b5\u30fc\u30d3\u30b9\u3068\u306f\u8a00\u3048\u307e\u305b\u3093\u3002\u307e\u305a\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u9001\u4fe1\u3057\u305f\u308a\u3001\u30b5\u30fc\u30d0\u30fc\u3092\u7ba1\u7406\u3057\u305f\u308a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30b7\u30b9\u30c6\u30e0\u306b\u306e\u307f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a2\u30af\u30bb\u30b9\u3092\u5236\u9650\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u5916\u90e8\u304b\u3089\u306e\u30a2\u30af\u30bb\u30b9\u306b\u3064\u3044\u3066\u306f\u3001API \u306e\u624b\u524d\u306b\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3092\u8a2d\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u306e\u969b\u3001\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u7528\u306e\u30eb\u30fc\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u306a\u3059\u3079\u3066\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u70b9\u691c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\"><strong style=\"font-weight:700;color:inherit\">\u8b66\u544a\uff1a<\/strong> vLLM\u306eAPI\u30ad\u30fc\u30aa\u30d7\u30b7\u30e7\u30f3\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u3088\u308b\u3068\u3001\u3059\u3079\u3066\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u4fdd\u8b77\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u30ad\u30fc\u3092\u8a2d\u5b9a\u3057\u3066\u3082\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u5206\u96e2\u3084\u3001\u7ba1\u7406\u7528\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3084\u305d\u306e\u4ed6\u306e\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3082\u8003\u616e\u3057\u305f\u4e0a\u6d41\u5074\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306b\u4ee3\u308f\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30b5\u30fc\u30d3\u30b9\u3092\u516c\u958b\u3059\u308b\u524d\u306b\u3001\u5404\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304b\u3089\u30eb\u30fc\u30eb\u3092\u30c6\u30b9\u30c8\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u56de\u7b54\u306b\u306f\u6a5f\u5bc6\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3092\u8a18\u9332\u3059\u308b\u304b\u3001\u8ab0\u304c\u95b2\u89a7\u3067\u304d\u308b\u304b\u3001\u3044\u3064\u524a\u9664\u3055\u308c\u308b\u304b\u3092\u4e8b\u524d\u306b\u660e\u78ba\u306b\u6c7a\u3081\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002 \u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u6642\u523b\u3001\u30e2\u30c7\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u30a8\u30e9\u30fc\u306e\u7a2e\u985e\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u6240\u8981\u6642\u9593\u3068\u3044\u3063\u305f\u6280\u8853\u7684\u306a\u60c5\u5831\u3067\u5341\u5206\u3067\u3059\u3002\u5b8c\u5168\u306a\u5185\u5bb9\u3092\u8a18\u9332\u3059\u308b\u306e\u306f\u3001\u6b63\u5f53\u306a\u7406\u7531\u304c\u3042\u308b\u5834\u5408\u306b\u306e\u307f\u884c\u3046\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\">\u4edd <strong style=\"font-weight:700;color:inherit\">\u89b3\u6e2c\u53ef\u80fd\u6027<\/strong> \u5f85\u6a5f\u6642\u9593\u3001\u6700\u521d\u306e\u30c8\u30fc\u30af\u30f3\u304c\u767a\u884c\u3055\u308c\u308b\u307e\u3067\u306e\u6642\u9593\u3001\u51fa\u529b\u901f\u5ea6\u3001\u304a\u3088\u3073\u30a8\u30e9\u30fc\u3092\u500b\u5225\u306b\u8a18\u9332\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u4f8b\u3048\u3070\u3001\u540c\u6642\u30ea\u30af\u30a8\u30b9\u30c8\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u969b\u306b\u5f85\u6a5f\u6642\u9593\u304c\u9577\u304f\u306a\u308b\u4e00\u65b9\u3067\u3001\u500b\u3005\u306e\u5fdc\u7b54\u306f\u958b\u59cb\u5f8c\u306f\u8fc5\u901f\u306b\u51e6\u7406\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u3053\u308c\u306f\u30c8\u30fc\u30af\u30f3\u767a\u884c\u306e\u9045\u5ef6\u3068\u306f\u7570\u306a\u308b\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6307\u6a19\u3092\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u30b5\u30a4\u30ba\u3084\u4e26\u884c\u51e6\u7406\u72b6\u6cc1\u3068\u4f75\u305b\u3066\u8a55\u4fa1\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u57fa\u76e4\u3068\u306a\u308b\u30db\u30b9\u30c8\u306e\u904b\u7528\u306b\u304a\u3044\u3066\u3001\u7ba1\u7406\u30c4\u30fc\u30eb\u306f\u30bf\u30b9\u30af\u3084\u8cac\u4efb\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u7ba1\u7406\u30ec\u30d9\u30eb\u3092\u500b\u5225\u306b\u9078\u629e\u3059\u308b\u305f\u3081\u306b\u3001 <a href=\"https:\/\/webhosting.de\/ja\/ispconfig%e5%af%befroxlor%e3%82%aa%e3%83%bc%e3%83%97%e3%83%b3%e3%82%bd%e3%83%bc%e3%82%b9%e3%83%9b%e3%82%b9%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%e6%af%94%e8%bc%83%e3%82%a6%e3%82%a7%e3%83%96%e3%83%9b\/\">ISPConfig\u3068Froxlor\u306e\u6bd4\u8f03<\/a> \u88dc\u8db3\u7684\u306a\u6587\u8108\u3002\u30b5\u30fc\u30d0\u30fc\u30d1\u30cd\u30eb\u306e\u9078\u629e\u306f\u3001\u305d\u308c\u81ea\u4f53\u304c\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u4e0a\u306e\u6c7a\u5b9a\u4e8b\u9805\u3067\u3042\u308a\u3001\u305d\u306e\u3088\u3046\u306a\u30d1\u30cd\u30eb\u306f\u3001\u30e2\u30c7\u30ebAPI\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3084\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u306e\u76e3\u8996\u306b\u4ee3\u308f\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"fehlersuche-migration\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"fehlersuche-migration\" 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\">\u554f\u984c\u306e\u7279\u5b9a\u3068TGI\u306e\u79fb\u884c<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30e2\u30c7\u30eb\u304c\u8d77\u52d5\u3057\u306a\u3044\u5834\u5408\u306f\u3001\u307e\u305a\u3001\u9078\u629e\u3057\u305f\u5b9f\u884c\u74b0\u5883\u306b\u5bfe\u3057\u3066\u30e2\u30c7\u30eb\u306e\u30ea\u30d3\u30b8\u30e7\u30f3\u3068\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002 llama.cpp \u306e\u5834\u5408\u3001\u5fc5\u8981\u306a\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306f GGUF \u3067\u3059\u304c\u3001\u5909\u63db\u304c\u6210\u529f\u3057\u305f\u3060\u3051\u3067\u306f\u3001\u5177\u4f53\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3084\u30bf\u30b9\u30af\u304c\u6b63\u5e38\u306b\u52d5\u4f5c\u3059\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u5f8c\u3001\u9078\u629e\u3057\u305f\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u304b\u3001\u304a\u3088\u3073\u5341\u5206\u306a\u30e1\u30e2\u30ea\u304c\u5229\u7528\u53ef\u80fd\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u30b5\u30fc\u30d0\u30fc\u306f\u8d77\u52d5\u3059\u308b\u3082\u306e\u306e\u3001\u4e88\u671f\u3057\u306a\u3044\u30c1\u30e3\u30c3\u30c8\u5fdc\u7b54\u304c\u8fd4\u3063\u3066\u304f\u308b\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <strong style=\"font-weight:700;color:inherit\">\u30c1\u30e3\u30c3\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8<\/strong> \u304a\u3088\u3073\u6e21\u3055\u308c\u305f\u751f\u6210\u30d1\u30e9\u30e1\u30fc\u30bf\u3002OpenAI\u4e92\u63db\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3067\u3042\u308b\u304b\u3089\u3068\u3044\u3063\u3066\u3001\u3059\u3079\u3066\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u304c\u540c\u4e00\u306b\u5b9f\u88c5\u3055\u308c\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002vLLM\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u306f\u3001\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u306a\u3044\u30d1\u30e9\u30e1\u30fc\u30bf\u3084\u7121\u8996\u3055\u308c\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u3064\u3044\u3066\u3082\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001API\u547c\u3073\u51fa\u3057\u306e\u5f62\u5f0f\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u969b\u306b\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u8a2d\u5b9a\u3092\u6bd4\u8f03\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u65e2\u5b58\u306eTGI\u30b5\u30fc\u30d3\u30b9\u306e\u5834\u5408\u3001\u79fb\u884c\u306f\u73fe\u72b6\u628a\u63e1\u304b\u3089\u59cb\u307e\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u30e2\u30c7\u30eb\u306e\u898b\u76f4\u3057\u3001\u4f7f\u7528\u3055\u308c\u3066\u3044\u308bAPI\u547c\u3073\u51fa\u3057\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u8a2d\u5b9a\u3001\u304a\u3088\u3073\u5fdc\u7b54\u54c1\u8cea\u306b\u95a2\u3059\u308b\u8981\u4ef6\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002 Hugging Face\u306fTGI\u3092\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30e2\u30fc\u30c9\u3067\u904b\u7528\u3057\u3066\u304a\u308a\u3001\u4ee3\u66ff\u624b\u6bb5\u3068\u3057\u3066vLLM\u3084SGLang\u306a\u3069\u3092\u6319\u3052\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u305f\u3081\u3001\u79fb\u884c\u3092\u691c\u8a0e\u3059\u308b\u4fa1\u5024\u306f\u3042\u308a\u307e\u3059\u304c\u3001\u65e2\u5b58\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u74b0\u5883\u304c\u76f4\u3061\u306b\u5229\u7528\u3067\u304d\u306a\u304f\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u3092\u69cb\u7bc9\u3059\u308b <strong style=\"font-weight:700;color:inherit\">\u30bf\u30fc\u30b2\u30c3\u30c8\u3078\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong> \u305d\u308c\u305e\u308c\u3092\u500b\u5225\u306b\u5b9f\u884c\u3057\u3001\u540c\u3058\u4ee3\u8868\u7684\u306a\u5165\u529b\u3001\u51fa\u529b\u9577\u3001\u8ca0\u8377\u6761\u4ef6\u3092\u7528\u3044\u3066\u4e21\u65b9\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u6bd4\u8f03\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u5fdc\u7b54\u54c1\u8cea\u3084\u30a8\u30e9\u30fc\u306b\u52a0\u3048\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u65b0\u3057\u3044\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3068\u305d\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u3082\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u60f3\u5b9a\u3055\u308c\u308b\u904b\u7528\u306b\u304a\u3044\u3066\u7d50\u679c\u304c\u8a31\u5bb9\u7bc4\u56f2\u5185\u3067\u3042\u308a\u3001\u304b\u3064\u5207\u308a\u623b\u3057\u306e\u6e96\u5099\u304c\u6574\u3063\u3066\u304b\u3089\u3001\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u306e\u5207\u308a\u66ff\u3048\u3092\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">Hugging Faces\u306e\u63a8\u8ad6\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306b\u95a2\u3059\u308b\u30ac\u30a4\u30c9\u3067\u3082\u3001\u65b0\u3057\u3044\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u3001\u5207\u308a\u66ff\u3048\u3092\u884c\u3046\u524d\u306b\u30c6\u30b9\u30c8\u547c\u3073\u51fa\u3057\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u306f\u8a08\u753b\u7acb\u6848\u306b\u306f\u5f79\u7acb\u3064\u624b\u9806\u30e2\u30c7\u30eb\u3067\u3059\u304c\u3001\u81ea\u793e\u3067\u904b\u7528\u3059\u308b\u74b0\u5883\u5411\u3051\u306e\u666e\u904d\u7684\u306a\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u624b\u9806\u66f8\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u3001\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u5236\u5fa1\u306e\u69cb\u6210\u306f\u3001\u74b0\u5883\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002 <\/p>\n<\/section><section class=\"wh-section\" aria-labelledby=\"entscheidung\" style=\"display:block;margin:0 0 36px;min-width:0\"><h2 id=\"entscheidung\" 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\">\u9069\u5207\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u9078\u629e\u3059\u308b<\/h2><p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u306e\u5834\u5408 <strong style=\"font-weight:700;color:inherit\">\u30ed\u30fc\u30ab\u30eb\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7<\/strong> \u9069\u5207\u306aGGUF\u30e2\u30c7\u30eb\u3068\u5bfe\u5fdc\u3059\u308b\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30b5\u30dd\u30fc\u30c8\u304c\u6574\u3063\u3066\u3044\u308b\u5834\u5408\u3001llama.cpp\u306f\u691c\u8a0e\u3059\u3079\u304d\u81ea\u7136\u306a\u30c1\u30a7\u30c3\u30af\u30dd\u30a4\u30f3\u30c8\u3068\u306a\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u306f\u7279\u5b9a\u306e\u30d3\u30eb\u30c9\u3092\u63a8\u5968\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002 \u91cd\u8981\u306a\u306e\u306f\u3001\u30b5\u30fc\u30d0\u30fc\u304c\u8d77\u52d5\u3059\u308b\u304b\u3069\u3046\u304b\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u76ee\u7684\u306e\u30bf\u30b9\u30af\u306e\u54c1\u8cea\u3001\u5fdc\u7b54\u6642\u9593\u3001\u30e2\u30c7\u30eb\u91cd\u307f\u306e\u8a08\u7b97\u306b\u304b\u304b\u308b\u30b3\u30b9\u30c8\u3082\u6bd4\u8f03\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u5177\u4f53\u7684\u306a\u7d44\u307f\u5408\u308f\u305b\u306b\u3064\u3044\u3066\u306f\u3001\u30e2\u30c7\u30eb\u304a\u3088\u3073\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u306e\u30b5\u30dd\u30fc\u30c8\u72b6\u6cc1\u3092\u78ba\u8a8d\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\">\u793e\u5185\u30c1\u30e3\u30c3\u30c8\u30b5\u30fc\u30d3\u30b9\u306b\u3064\u3044\u3066\u306f\u3001vLLM\u304c\u691c\u8a0e\u5019\u88dc\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u52d5\u7684\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u306f\u3001\u5fc5\u8981\u306a\u30c1\u30e3\u30c3\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u5099\u3048\u305fOpenAI\u4e92\u63db\u306e\u30c1\u30e3\u30c3\u30c8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u30d0\u30fc\u30b8\u30e7\u30f30.10.2\u306b\u95a2\u3059\u308b\u691c\u8a3c\u8a18\u9332\u306f\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002 SGLang\u306b\u3064\u3044\u3066\u306f\u3001TGI\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u672a\u8a55\u4fa1\u306e\u4ee3\u66ff\u6848\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u3066\u3044\u308b\u306b\u904e\u304e\u307e\u305b\u3093\u3002\u6280\u8853\u7684\u306a\u30ea\u30ea\u30fc\u30b9\u691c\u8a3c\u304c\u884c\u308f\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u540c\u7b49\u306e\u3082\u306e\u3068\u3057\u3066\u6bd4\u8f03\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002  <\/p>\n<p style=\"margin:0 0 1.1em;font-size:inherit;line-height:inherit\">\u753b\u50cf\u30e2\u30c7\u30eb\u3084\u8a00\u8a9e\u30e2\u30c7\u30eb\u5411\u3051\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u306f\u3001\u5358\u4e00\u306e\u30c1\u30e3\u30c3\u30c8\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3068\u306f\u7570\u306a\u308b\u8981\u4ef6\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002Triton\u306f\u3001\u30e2\u30c7\u30eb\u56fa\u6709\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9\u3068\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3092\u5099\u3048\u3066\u3044\u308b\u305f\u3081\u3001\u30ea\u30ea\u30fc\u30b925.10\u306b\u3064\u3044\u3066\u306f\u691c\u8a3c\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u691c\u8a0e\u3059\u3079\u304d\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001 <strong style=\"font-weight:700;color:inherit\">\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30b5\u30dd\u30fc\u30c8<\/strong> \u91cd\u8981\u306a\u8a73\u7d30\u306b\u3064\u3044\u3066\uff1a\u3059\u3079\u3066\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u304c\u3059\u3079\u3066\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u5fc5\u8981\u306a\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u306f\u3001\u5177\u4f53\u7684\u306a\u7d44\u307f\u5408\u308f\u305b\u3054\u3068\u306b\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\">\u6c7a\u5b9a\u306b\u969b\u3057\u3066\u306f\u3001\u30e2\u30c7\u30eb\u30ea\u30d3\u30b8\u30e7\u30f3\u3001\u30b5\u30fc\u30d0\u30fc\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3001\u304a\u3088\u3073\u5229\u7528\u6a29\u3092\u660e\u78ba\u306b\u3057\u3066\u304a\u304f\u3053\u3068\u3002\u305d\u306e\u5f8c\u3001\u54c1\u8cea\u3001\u60f3\u5b9a\u3055\u308c\u308b\u8ca0\u8377\u4e0b\u3067\u306e\u5fdc\u7b54\u6642\u9593\u3001\u304a\u3088\u3073\u691c\u8a3c\u3001\u66f4\u65b0\u3001\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306b\u304b\u304b\u308b\u5de5\u6570\u3092\u6bd4\u8f03\u691c\u8a0e\u3059\u308b\u3002 \u30ed\u30fc\u30ab\u30eb\u3067\u306e\u8a66\u9a13\u904b\u7528\u306b\u306f\u5341\u5206\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u3063\u3066\u3082\u3001\u30e6\u30fc\u30b6\u30fc\u6570\u3084\u30e2\u30c7\u30eb\u7a2e\u5225\u304c\u5897\u3048\u308b\u3068\u8ffd\u52a0\u306e\u30a4\u30f3\u30d5\u30e9\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u4e00\u5f8b\u306e\u30e9\u30f3\u30ad\u30f3\u30b0\u3067\u306f\u3001\u3053\u3046\u3057\u305f\u9055\u3044\u304c\u898b\u3048\u306b\u304f\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\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\u304a\u3088\u3073\u6587\u66f8\u5316\u72b6\u6cc1\uff1a2026\u5e7411\u67084\u65e5\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001vLLM\u3001llama.cpp\u3001Triton\u3001\u304a\u3088\u3073TGI\u3092\u4e00\u822c\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u6587\u66f8\u306b\u57fa\u3065\u3044\u3066\u5206\u985e\u3057\u3066\u3044\u308b\u3002SGLang\u306b\u3064\u3044\u3066\u306f\u3001\u8a55\u4fa1\u5bfe\u8c61\u5916\u306e\u4ee3\u66ff\u6848\u3068\u3057\u3066\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u3002 \u60c5\u5831\u6e90\u306e\u4e00\u90e8\u306f\u3001\u5909\u52d5\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3084\u958b\u767a\u30d6\u30e9\u30f3\u30c1\u3092\u53c2\u7167\u3057\u3066\u3044\u308b\u3002vLLM 0.10.2\u3001llama.cpp b6000\u3001Triton 25.10\u3001\u304a\u3088\u3073TGI 3.3.7\u306b\u95a2\u3059\u308b\u3001\u30ea\u30ea\u30fc\u30b9\u306b\u57fa\u3065\u304f\u691c\u8a3c\u304c\u5b8c\u4e86\u3057\u305f\u3053\u3068\u306f\u78ba\u8a8d\u3055\u308c\u3066\u3044\u306a\u3044\u3002 \u3053\u308c\u3089\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306f\u3001\u691c\u8a3c\u6e08\u307f\u306e\u6bd4\u8f03\u57fa\u6e96\u3084\u5c0e\u5165\u63a8\u5968\u4e8b\u9805\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u9078\u629e\u3057\u305f\u30ea\u30ea\u30fc\u30b9\u306b\u3064\u3044\u3066\u306f\u3001\u5177\u4f53\u7684\u306a\u30e2\u30c7\u30eb\u3001\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3064\u3044\u3066\u5225\u9014\u691c\u8a3c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\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:\/\/github.com\/ggml-org\/llama.cpp\/blob\/master\/docs\/models.md<\/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\/deeplearning\/triton-inference-server\/user-guide\/docs\/user_guide\/architecture.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\/text-generation-inference\/main\/en\/index<\/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\/stable\/serving\/online_serving\/openai_compatible_server\/<\/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:\/\/github.com\/triton-inference-server\/backend<\/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\/inference-endpoints\/engines\/vllm<\/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\/inference-endpoints\/engines\/tgi<\/span><\/p><\/div><\/section><\/div>","protected":false},"excerpt":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001vLLM\u3001llama.cpp\u3001Triton\u3001TGI\u3092\u3001\u9069\u7528\u5206\u91ce\u304a\u3088\u3073\u52d5\u4f5c\u9650\u754c\u306b\u57fa\u3065\u3044\u3066\u5206\u985e\u3057\u3066\u3044\u308b\u3002SGLang\u306b\u3064\u3044\u3066\u306f\u3001\u8a55\u4fa1\u5bfe\u8c61\u5916\u3068\u3057\u3066\u4ee3\u66ff\u6848\u306e\u4e00\u3064\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u3066\u3044\u308b\u304c\u3001\u30ea\u30ea\u30fc\u30b9\u3054\u3068\u306e\u6a5f\u80fd\u6bd4\u8f03\u306f\u884c\u308f\u308c\u3066\u3044\u306a\u3044\u3002<\/p>","protected":false},"author":1,"featured_media":22147,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[922],"tags":[],"class_list":["post-22139","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technologie"],"acf":[],"_links":{"self":[{"href":"https:\/\/webhosting.de\/ja\/wp-json\/wp\/v2\/posts\/22139","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/webhosting.de\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/webhosting.de\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/webhosting.de\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/webhosting.de\/ja\/wp-json\/wp\/v2\/comments?post=22139"}],"version-history":[{"count":6,"href":"https:\/\/webhosting.de\/ja\/wp-json\/wp\/v2\/posts\/22139\/revisions"}],"predecessor-version":[{"id":22150,"href":"https:\/\/webhosting.de\/ja\/wp-json\/wp\/v2\/posts\/22139\/revisions\/22150"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/webhosting.de\/ja\/wp-json\/wp\/v2\/media\/22147"}],"wp:attachment":[{"href":"https:\/\/webhosting.de\/ja\/wp-json\/wp\/v2\/media?parent=22139"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/webhosting.de\/ja\/wp-json\/wp\/v2\/categories?post=22139"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/webhosting.de\/ja\/wp-json\/wp\/v2\/tags?post=22139"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}