{"id":15156,"date":"2025-11-13T08:37:34","date_gmt":"2025-11-13T07:37:34","guid":{"rendered":"https:\/\/webhosting.de\/gpu-hosting-machine-learning-performance-infrastruktur\/"},"modified":"2025-11-13T08:37:34","modified_gmt":"2025-11-13T07:37:34","slug":"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","status":"publish","type":"post","link":"https:\/\/webhosting.de\/ja\/gpu-hosting-machine-learning-performance-infrastruktur\/","title":{"rendered":"\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051GPU\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\uff1a\u6a5f\u68b0\u5b66\u7fd2\u3068\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30d5\u30a9\u30fc\u30ab\u30b9"},"content":{"rendered":"<p>\u305d\u306e\u65b9\u6cd5\u3092\u304a\u898b\u305b\u3057\u3088\u3046 <strong>GPU\u30db\u30b9\u30c6\u30a3\u30f3\u30b0<\/strong> \u306f\u3001AI\u63a8\u8ad6\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u3088\u308a\u3001\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u5bfe\u5fdc\u306eWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u9ad8\u901f\u5316\u3057\u307e\u3059\u3002Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306eGPU\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u5f85\u3061\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3001\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u3001\u30b3\u30b9\u30c8\u3092\u900f\u660e\u5316\u3057\u307e\u3059\u3002.<\/p>\n\n<h2>\u4e2d\u5fc3\u70b9<\/h2>\n\n<ul>\n  <li><strong>GPU\u306e\u9078\u629e<\/strong>H100\u3001A100\u3001L40S\u3001T4\u306a\u3069\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u63a8\u8ad6\u3001\u4e88\u7b97\u306b\u5fdc\u3058\u3066\u63a2\u305d\u3046\u3002.<\/li>\n  <li><strong>\u30b9\u30c8\u30ec\u30fc\u30b8\/\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/strong>NVMe\u3068\u9ad8\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u304cI\/O\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u56de\u907f\u3002.<\/li>\n  <li><strong>\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3<\/strong>\u30b3\u30f3\u30c6\u30ca\u3068\u30af\u30e9\u30b9\u30bf\u306f\u518d\u73fe\u6027\u3088\u304f\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u3002.<\/li>\n  <li><strong>\u6599\u91d1\u306e\u3054\u6848\u5185<\/strong>\u5f93\u91cf\u5236\u3067\u3001\u4e88\u7d04\u3068\u5272\u5f15\u3092\u5de7\u307f\u306b\u7d44\u307f\u5408\u308f\u305b\u308b\u3002.<\/li>\n  <li><strong>\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9<\/strong>SLA\u3001DDoS\u4fdd\u8b77\u3001\u30c7\u30fc\u30bf\u30fb\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u8a3c\u660e\u66f8\u3092\u30c1\u30a7\u30c3\u30af\u3002.<\/li>\n<\/ul>\n\n<h2>\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051GPU\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\uff1a\u305d\u306e\u610f\u5473\u3068\u306f\uff1f<\/h2>\n\n<p>\u79c1\u306f\u3053\u3046\u3057\u3066\u3044\u308b\u3002 <strong>GPU<\/strong>, \u306a\u305c\u306a\u3089\u3001\u4f55\u5343\u3082\u306e\u30b9\u30ec\u30c3\u30c9\u3092\u4e26\u5217\u306b\u5b9f\u884c\u3059\u308b\u305f\u3081\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u63a8\u8ad6\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u304c\u5927\u5e45\u306b\u9ad8\u901f\u5316\u3055\u308c\u308b\u304b\u3089\u3067\u3059\u3002\u751f\u7523\u6027\u306e\u9ad8\u3044\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u3067\u306f\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u306b\u304b\u304b\u308b\u6642\u9593\u30011\u30e6\u30fc\u30ed\u3042\u305f\u308a\u306e\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3001\u518d\u73fe\u53ef\u80fd\u306a\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u304c\u91cd\u8981\u3067\u3059\u3002CPU\u306f\u30ed\u30b8\u30c3\u30af\u3092\u3057\u3063\u304b\u308a\u3068\u51e6\u7406\u3057\u307e\u3059\u304c\u3001GPU\u306f\u884c\u5217\u306e\u4e57\u7b97\u3001\u6ce8\u76ee\u3001\u57cb\u3081\u8fbc\u307f\u6295\u5f71\u306a\u3069\u306e\u8a08\u7b97\u96c6\u7d04\u7684\u306a\u6f14\u7b97\u3092\u5f15\u304d\u7d99\u304e\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u753b\u50cf\u8a8d\u8b58\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u6790\u3001\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\u3092\u30df\u30ea\u79d2\u5358\u4f4d\u3067\u63d0\u4f9b\u3059\u308bAPI\u304c\u751f\u307e\u308c\u308b\u3002\u7c21\u5358\u306a\u30a4\u30f3\u30c8\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u3068\u3057\u3066\u3001\u4ee5\u4e0b\u3092\u3054\u89a7\u3044\u305f\u3060\u304d\u305f\u3044\u3002 <a href=\"https:\/\/webhosting.de\/ja\/%e6%a9%9f%e6%a2%b0%e5%ad%a6%e7%bf%92%e3%82%a6%e3%82%a7%e3%83%96%e3%83%9b%e3%82%b9%e3%83%86%e3%82%a3%e3%83%b3%e3%82%b0%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%81%ae\/\">ML\u30a6\u30a7\u30d6\u30db\u30b9\u30c6\u30a3\u30f3\u30b0\u306e\u5229\u70b9<\/a>, \u5efa\u7bc9\u7684\u306a\u6c7a\u5b9a\u3092\u5177\u4f53\u5316\u3059\u308b\u305f\u3081\u306b\u3002.<\/p>\n\n\n<figure class=\"wp-block-image size-full is-resized\">\n  <img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/webhosting.de\/wp-content\/uploads\/2025\/11\/gpuhosting-webapps-1832.png\" alt=\"\" width=\"1536\" height=\"1024\"\/>\n<\/figure>\n\n\n<h2>GPU\u306e\u7a2e\u985e\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30b7\u30ca\u30ea\u30aa<\/h2>\n\n<p>\u79c1\u306f\u7d44\u7e54\u3059\u308b <strong>\u30ef\u30fc\u30af\u30ed\u30fc\u30c9<\/strong> NVIDIA H100 NVL\u304a\u3088\u3073L40S Ada\u306f\u3001\u6700\u65b0\u306e\u5909\u63db\u5668\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\u3001\u304a\u3088\u3073\u30d3\u30c7\u30aa\u51e6\u7406\u306b\u6700\u9ad8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002NVIDIA H100 NVL\u3068L40S Ada\u306f\u3001\u6700\u65b0\u306e\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30de\u30fc\u3001\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u3001\u30d3\u30c7\u30aa\u51e6\u7406\u306b\u6700\u9ad8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002A100\u306f\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u3001\u30e1\u30e2\u30ea\u8981\u4ef6\u306e\u9ad8\u3044\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u5f37\u3044\u3002T4\u307e\u305f\u306fP4\u306f\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u63a8\u8ad6\u3001\u5c0f\u898f\u6a21\u306a\u753b\u50cf\u30e2\u30c7\u30eb\u3001\u53e4\u5178\u7684\u306aNLP\u30bf\u30b9\u30af\u3067\u9ad8\u3044\u30b9\u30b3\u30a2\u3092\u8a18\u9332\u3057\u307e\u3059\u3002\u4e88\u7b97\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u63a8\u8ad6\u7528\u306bT4\u304b\u3089\u59cb\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u6570\u304c\u5897\u3048\u6b21\u7b2c\u3001L40S\u307e\u305f\u306fH100\u306b\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u3057\u3066\u304f\u3060\u3055\u3044\u3002.<\/p>\n\n<h2>GPU\u3092\u4f7f\u3063\u305f\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6280\u8853\u8981\u4ef6<\/h2>\n\n<p>\u79c1\u306f\u6b21\u306e\u3053\u3068\u3092\u8a08\u753b\u3057\u3066\u3044\u308b\u3002 <strong>GPU\u6570<\/strong>, \u4e88\u7d04\u524d\u306bVRAM\u8981\u4ef6\u3068\u30e2\u30c7\u30eb\u5bf8\u6cd5\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002NVMe\u30b9\u30c8\u30ec\u30fc\u30b8\u306f\u30c7\u30fc\u30bf\u306e\u30ed\u30fc\u30c9\u3068\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u9ad8\u901f\u5316\u3057\u3001\u30a6\u30a9\u30fc\u30e0\u30a2\u30c3\u30d7\u6642\u9593\u3092\u77ed\u7e2e\u3057\u307e\u3059\u3002\u5185\u90e8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u5c11\u306a\u304f\u3068\u308210\uff5e25 Gbit\/s\u304c\u3042\u308c\u3070\u3001\u8907\u6570\u306e\u30b5\u30fc\u30d3\u30b9\u304c\u30c6\u30f3\u30bd\u30eb\u3092\u4ea4\u63db\u3057\u305f\u308a\u3001\u30b7\u30e3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u305f\u308a\u3059\u308b\u969b\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u30d7\u30ea\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305fCUDA\u3001cuDNN\u3001\u304a\u3088\u3073PyTorch\u3084TensorFlow\u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u30b3\u30df\u30c3\u30b7\u30e7\u30cb\u30f3\u30b0\u6642\u9593\u3092\u5927\u5e45\u306b\u77ed\u7e2e\u3057\u307e\u3059\u3002PCI\u30d1\u30b9\u30b9\u30eb\u30fc\u3068\u30d9\u30a2\u30e1\u30bf\u30eb\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u4f55\u30d1\u30fc\u30bb\u30f3\u30c8\u3067\u3082\u5229\u7528\u3059\u308b\u5834\u5408\u306b\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002.<\/p>\n\n\n<figure class=\"wp-block-image size-full is-resized\">\n  <img decoding=\"async\" src=\"https:\/\/webhosting.de\/wp-content\/uploads\/2025\/11\/gpuhosting_meeting_8231.png\" alt=\"\" width=\"1536\" height=\"1024\"\/>\n<\/figure>\n\n\n<h2>\u4e3b\u8981\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u3092\u30b3\u30f3\u30d1\u30af\u30c8\u306b\u6bd4\u8f03<\/h2>\n\n<p>\u6ce8 <strong>\u30b9\u30da\u30af\u30c8\u30e9\u30e0<\/strong> \u3042\u308b\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306fH100\u3067\u30d9\u30a2\u30e1\u30bf\u30eb\u3092\u63d0\u4f9b\u3057\u3001\u3042\u308b\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u306f\u63a8\u8ad6\u7528\u306b\u4f4e\u30b3\u30b9\u30c8\u306eRTX\u30af\u30e9\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306e\u5730\u57df\u306b\u3082\u6ce8\u76ee\u3057\u3066\u3044\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306b\u8fd1\u3044\u3068\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u3092\u7bc0\u7d04\u3067\u304d\u308b\u304b\u3089\u3067\u3059\u3002\u30c4\u30fc\u30eb\u30c1\u30a7\u30fc\u30f3\u306f\u4f9d\u7136\u3068\u3057\u3066\u91cd\u8981\u306a\u57fa\u6e96\u3067\u3042\u308b\u3002\u30c9\u30e9\u30a4\u30d0\u4ed8\u304d\u30a4\u30e1\u30fc\u30b8\u3001CUDA\u30b9\u30bf\u30c3\u30af\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306f\u65e5\u6570\u3092\u7bc0\u7d04\u3067\u304d\u308b\u3002\u4ee5\u4e0b\u306e\u8868\u306f\u3001\u5927\u307e\u304b\u306a\u76ee\u5b89\u3092\u30e6\u30fc\u30ed\u3067\u793a\u3057\u305f\u3082\u306e\u3067\u3001\u30b3\u30b9\u30c8\u30fb\u30ab\u30c6\u30b4\u30ea\u30fc\u3092\u628a\u63e1\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002\u4fa1\u683c\u306f\u3001\u5730\u57df\u3001\u7af6\u5408\u3001\u5165\u624b\u53ef\u80fd\u6027\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002.<\/p>\n\n<table>\n  <thead>\n    <tr>\n      <th>\u30d7\u30ed\u30d0\u30a4\u30c0<\/th>\n      <th>\u5c02\u9580\u5316<\/th>\n      <th>GPU\u30aa\u30d7\u30b7\u30e7\u30f3<\/th>\n      <th>\u6599\u91d1\uff08\u20ac\/\u6642\u9593\uff09<\/th>\n    <\/tr>\n  <\/thead>\n  <tbody>\n    <tr>\n      <td>\u30ea\u30ad\u30c3\u30c9\u30a6\u30a7\u30d6<\/td>\n      <td>AI\/ML\u6700\u9069\u5316<\/td>\n      <td>L4\u30a2\u30c0\u3001L40S\u30a2\u30c0\u3001H100NVL<\/td>\n      <td>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba<\/td>\n    <\/tr>\n    <tr>\n      <td>\u30b3\u30a2\u30a6\u30a3\u30fc\u30d6<\/td>\n      <td>AI\u3068VFX<\/td>\n      <td>NVIDIA H100<\/td>\n      <td>\u7d046.05\u30e6\u30fc\u30ed\u304b\u3089<\/td>\n    <\/tr>\n    <tr>\n      <td>\u30c7\u30b8\u30bf\u30eb\u30aa\u30fc\u30b7\u30e3\u30f3<\/td>\n      <td>\u958b\u767a\u8005\u306b\u512a\u3057\u3044<\/td>\n      <td>NVIDIA RTX 4000 Ada<\/td>\n      <td>\u7d040.71\u30e6\u30fc\u30ed\u304b\u3089<\/td>\n    <\/tr>\n    <tr>\n      <td>\u30e9\u30e0\u30c0\u30fb\u30a2\u30a4<\/td>\n      <td>\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0<\/td>\n      <td>NVIDIA Quadro RTX 6000<\/td>\n      <td>\u7d040.47\u30e6\u30fc\u30ed\u304b\u3089<\/td>\n    <\/tr>\n    <tr>\n      <td>Vast.ai<\/td>\n      <td>\u30b3\u30b9\u30c8\u52b9\u7387<\/td>\n      <td>RTX 3090<\/td>\n      <td>\u7d040.29\u30e6\u30fc\u30ed\u304b\u3089<\/td>\n    <\/tr>\n    <tr>\n      <td>\u30b8\u30a7\u30cd\u30b7\u30b9\u30fb\u30af\u30e9\u30a6\u30c9<\/td>\n      <td>\u6301\u7d9a\u53ef\u80fd\u6027<\/td>\n      <td>nvidia rtx 3080<\/td>\n      <td>\u7d040.14\u30e6\u30fc\u30ed\u304b\u3089<\/td>\n    <\/tr>\n  <\/tbody>\n<\/table>\n\n<h2>\u4fa1\u683c\u30e2\u30c7\u30eb\u3068\u30b3\u30b9\u30c8\u7ba1\u7406<\/h2>\n\n<p>\u8a08\u7b97\u3059\u308b <strong>\u5f93\u91cf\u5236<\/strong> \u30c6\u30b9\u30c8\u7528\u3068\u30d4\u30fc\u30af\u7528\u3001\u4e00\u5b9a\u8ca0\u8377\u7528\u306e\u4e88\u7d04\u3002RTX 3080\u306e\u3088\u3046\u306a\u30a8\u30f3\u30c8\u30ea\u30fc\u30ec\u30d9\u30eb\u306eGPU\u306f1\u6642\u9593\u3042\u305f\u308a\u304a\u3088\u305d0.14\u30e6\u30fc\u30ed\u304b\u3089\u3001\u30cf\u30a4\u30a8\u30f3\u30c9\u306eH100\u306f1\u6642\u9593\u3042\u305f\u308a\u304a\u3088\u305d6.05\u30e6\u30fc\u30ed\u3067\u3059\u3002\u3088\u308a\u9577\u304f\u5bb9\u91cf\u3092\u78ba\u4fdd\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u30dc\u30ea\u30e5\u30fc\u30e0\u30c7\u30a3\u30b9\u30ab\u30a6\u30f3\u30c8\u3084\u6bce\u6708\u306e\u56fa\u5b9a\u5206\u5272\u6255\u3044\u3092\u4ea4\u6e09\u3059\u308b\u3002\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u30fb\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u306f\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\uff1aT4\u3067\u63a8\u8ad6\u3001A100\/H100\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u3055\u3089\u306b\u5b9a\u91cf\u5316\u3068\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3092\u8abf\u6574\u3059\u308b\u3002GPU\u30df\u30ea\u79d2\u3001\u30e1\u30e2\u30ea\u30d4\u30fc\u30af\u3001\u518d\u30d0\u30c3\u30c1\u7387\u306a\u3069\u306e\u6307\u6a19\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3054\u3068\u306e\u30b3\u30b9\u30c8\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002.<\/p>\n\n\n<figure class=\"wp-block-image size-full is-resized\">\n  <img decoding=\"async\" src=\"https:\/\/webhosting.de\/wp-content\/uploads\/2025\/11\/gpu-hosting-webapps-ml-5601.png\" alt=\"\" width=\"1536\" height=\"1024\"\/>\n<\/figure>\n\n\n<h2>\u30a4\u30f3\u30d5\u30e9\uff1a\u30d9\u30a2\u30e1\u30bf\u30eb\u3001\u4eee\u60f3\u5316\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/h2>\n\n<p>\u79c1\u304c\u9078\u3076 <strong>\u30d9\u30a2\u30e1\u30bf\u30eb<\/strong>, \u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3084\u30de\u30eb\u30c1GPU\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3001\u30cf\u30a4\u30d1\u30fc\u30d0\u30a4\u30b6\u30fc\u3092\u4f7f\u7528\u305b\u305a\u306b\u6700\u5927\u9650\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5f97\u305f\u3044\u5834\u5408\u3002\u4eee\u60f3\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u3001\u9ad8\u901f\u306a\u30d7\u30ed\u30d3\u30b8\u30e7\u30cb\u30f3\u30b0\u3001\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3001\u30a8\u30e9\u30b9\u30c6\u30a3\u30c3\u30af\u306a\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u5f97\u70b9\u3092\u7a3c\u304e\u307e\u3059\u3002PCI\u30d1\u30b9\u30b9\u30eb\u30fc\u306fGPU\u3078\u306e\u76f4\u63a5\u30a2\u30af\u30bb\u30b9\u3092\u53ef\u80fd\u306b\u3057\u3001\u30ab\u30fc\u30cd\u30eb\u8d77\u52d5\u6642\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u3092\u4f4e\u6e1b\u3057\u307e\u3059\u3002\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30fb\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u300110-100 Gbit\/s\u306e\u6771\u897f\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u8a08\u753b\u3057\u3066\u304a\u308a\u3001\u30b7\u30e3\u30fc\u30c9\u3084\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u30fb\u30b5\u30fc\u30d3\u30b9\u3092\u8fc5\u901f\u306b\u63a5\u7d9a\u3067\u304d\u308b\u3002DDoS\u30d7\u30ed\u30c6\u30af\u30b7\u30e7\u30f3\u3001\u30a8\u30cb\u30fc\u30ad\u30e3\u30b9\u30c8\u3001\u30ea\u30fc\u30b8\u30e7\u30ca\u30eb\u30ce\u30fc\u30c9\u306f\u3001\u4e00\u822c\u306b\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u306aAPI\u3092\u4fdd\u8b77\u3059\u308b\u3002.<\/p>\n\n<h2>\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u30c4\u30fc\u30eb\u3001\u30a4\u30e1\u30fc\u30b8<\/h2>\n\n<p>\u79c1\u306f\u30c1\u30a7\u30c3\u30af\u3059\u308b <strong>CUDA<\/strong>, Wheels\u3068Docker\u30a4\u30e1\u30fc\u30b8\u304c\u3059\u3050\u306b\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3001cuDNN\u3001TensorRT\u3001\u304a\u3088\u3073\u4e92\u63db\u6027\u306e\u3042\u308b\u30c9\u30e9\u30a4\u30d0\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002PyTorch\u3084TensorFlow\u3092\u4f7f\u3063\u305f\u30d3\u30eb\u30c9\u6e08\u307f\u30a4\u30e1\u30fc\u30b8\u306f\u3001\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3001\u30d3\u30eb\u30c9\u30a8\u30e9\u30fc\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002ONNX Runtime\u3084TensorRT\u3092\u4f7f\u3063\u305f\u63a8\u8ad6\u3067\u306f\u3001\u30b0\u30e9\u30d5\u3092\u6700\u9069\u5316\u3057\u3001FP16\/BF16\u3092\u6709\u52b9\u306b\u3059\u308b\u3002root\u6a29\u9650\u3067\u306eSSH\u30a2\u30af\u30bb\u30b9\u3001Terraform\u30e2\u30b8\u30e5\u30fc\u30eb\u3001API\u30b5\u30dd\u30fc\u30c8\u306f\u81ea\u52d5\u5316\u3092\u52a0\u901f\u3059\u308b\u3002\u30d0\u30fc\u30b8\u30e7\u30f3\u30d4\u30f3\u3001\u30ed\u30c3\u30af\u30d5\u30a1\u30a4\u30eb\u3001\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u30d9\u30fc\u30b9\u306e\u30ed\u30fc\u30eb\u30a2\u30a6\u30c8\u306b\u3088\u308a\u3001\u30af\u30ea\u30fc\u30f3\u306a\u518d\u73fe\u6027\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002.<\/p>\n\n<h2>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3001SLA<\/h2>\n\n<p>\u79c1\u306f\u30c1\u30a7\u30c3\u30af\u3059\u308b <strong>\u30a8\u30b9\u30a8\u30eb\u30a8\u30fc<\/strong>, \u6700\u521d\u306e\u5c55\u958b\u306e\u524d\u306b\u3001\u8a8d\u8a3c\u3068\u30c7\u30fc\u30bf\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u5fc5\u8981\u3067\u3059\u3002\u5065\u5eb7\u30c7\u30fc\u30bf\u306fHIPAA\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u30e8\u30fc\u30ed\u30c3\u30d1\u306e\u9867\u5ba2\u306f\u53b3\u683c\u306a\u30c7\u30fc\u30bf\u4fdd\u8b77\u3068\u30ed\u30fc\u30ab\u30eb\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u6ce8\u610f\u3092\u6255\u3063\u3066\u3044\u308b\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30fb\u30bb\u30b0\u30e1\u30f3\u30c8\u3001\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u3001\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30fb\u30ea\u30f3\u30af\u306b\u3088\u308a\u3001\u653b\u6483\u5bfe\u8c61\u306f\u6700\u5c0f\u9650\u306b\u6291\u3048\u3089\u308c\u3066\u3044\u308b\u3002KMS\u3084\u30ed\u30fc\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u542b\u3081\u3001\u8ee2\u9001\u4e2d\u304a\u3088\u3073\u9759\u6b62\u6642\u306e\u6697\u53f7\u5316\u306f\u3059\u3079\u3066\u306e\u8a2d\u8a08\u306e\u4e00\u90e8\u3067\u3059\u3002\u76e3\u8996\u3001\u30a2\u30e9\u30fc\u30c8\u3001\u5b9a\u671f\u7684\u306a\u5fa9\u65e7\u30c6\u30b9\u30c8\u306b\u3088\u308a\u3001\u969c\u5bb3\u304b\u3089\u696d\u52d9\u3092\u4fdd\u8b77\u3057\u307e\u3059\u3002.<\/p>\n\n<h2>\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3068\u8fc5\u901f\u306a\u5c55\u958b<\/h2>\n\n<p>I\u30b9\u30b1\u30fc\u30eb <strong>\u30db\u30ea\u30be\u30f3\u30bf\u30eb<\/strong> GPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8ffd\u52a0\u3057\u3066\u3082\u3001\u30a4\u30e1\u30fc\u30b8\u3092\u540c\u4e00\u306b\u4fdd\u3064\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u300260\u79d2\u4ee5\u5185\u306e\u30c7\u30d7\u30ed\u30a4\u306b\u3088\u308a\u3001\u30c0\u30a6\u30f3\u30bf\u30a4\u30e0\u306a\u3057\u3067A\/B\u30c6\u30b9\u30c8\u3084\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u30b7\u30d5\u30c8\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002\u30b3\u30f3\u30c6\u30ca\u306f\u3001\u958b\u767a\u3001\u30b9\u30c6\u30fc\u30b8\u30f3\u30b0\u3001\u672c\u756a\u3067\u540c\u4e00\u306e\u6210\u679c\u7269\u3092\u63d0\u4f9b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u30af\u30e9\u30b9\u30bf\u306b\u306f <a href=\"https:\/\/webhosting.de\/ja\/%e3%82%b3%e3%83%b3%e3%83%86%e3%83%8a%e3%83%bb%e3%82%aa%e3%83%bc%e3%82%b1%e3%82%b9%e3%83%88%e3%83%ac%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3-kubernetes-%e3%82%a6%e3%82%a7%e3%83%96%e3%83%9b%e3%82%b9\/\">Kubernetes\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3<\/a> GPU\u30aa\u30da\u30ec\u30fc\u30bf\u3001\u30c6\u30a4\u30f3\u30c8\/\u30c8\u30ec\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u4f7f\u7528\u3002\u30ce\u30fc\u30c9\u30ec\u30d9\u30eb\u3067\u306e\u30e2\u30c7\u30eb\u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u306b\u3088\u308a\u3001\u30ed\u30fc\u30eb\u30a2\u30a6\u30c8\u6642\u306e\u30a6\u30a9\u30fc\u30e0\u30a2\u30c3\u30d7\u6642\u9593\u304c\u77ed\u7e2e\u3055\u308c\u307e\u3059\u3002.<\/p>\n\n<h2>\u30a8\u30c3\u30b8\u30b5\u30fc\u30d3\u30f3\u30b0\u3068\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc<\/h2>\n\n<p>\u6301\u53c2\u3059\u308b <strong>\u30e2\u30c7\u30eb<\/strong> IoT\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3051\u308b\u30d3\u30b8\u30e7\u30f3\u63a8\u8ad6\u306a\u3069\u3001\u30df\u30ea\u79d2\u5358\u4f4d\u306e\u6642\u9593\u304c\u5fc5\u8981\u3068\u3055\u308c\u308b\u5834\u5408\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u308a\u8fd1\u3044\u5834\u6240\u3067\u63a8\u8ad6\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u8efd\u91cfGPU\u3084\u63a8\u8ad6ASIC\u3092\u642d\u8f09\u3057\u305f\u30a8\u30c3\u30b8\u30ce\u30fc\u30c9\u306f\u3001\u9060\u65b9\u3078\u306e\u56de\u308a\u9053\u306a\u3057\u306b\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u84b8\u7559\u3068INT8\u5b9a\u91cf\u5316\u3092\u5099\u3048\u305f\u30b3\u30f3\u30d1\u30af\u30c8\u306a\u30e2\u30c7\u30eb\u306f\u3001\u30a8\u30c3\u30b8\u3067\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3055\u308c\u308b\u3002\u51fa\u767a\u70b9\u3068\u3057\u3066 <a href=\"https:\/\/webhosting.de\/ja\/%e3%82%a8%e3%83%83%e3%82%b8ai-%e4%ba%ba%e5%b7%a5%e7%9f%a5%e8%83%bd-%e3%83%8d%e3%83%83%e3%83%88%e3%83%af%e3%83%bc%e3%82%af%e3%82%a8%e3%83%83%e3%82%b8\/\">\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a8\u30c3\u30b8\u306b\u304a\u3051\u308b\u30a8\u30c3\u30b8AI<\/a>. .\u30a8\u30c3\u30b8\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u304b\u3089\u306e\u30c6\u30ec\u30e1\u30c8\u30ea\u30fc\u304c\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3055\u308c\u308b\u306e\u3067\u3001\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3068\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\u3092\u5e38\u306b\u8ffd\u8de1\u3067\u304d\u308b\u3002.<\/p>\n\n<h2>\u30a6\u30a7\u30d6\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bGPU\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/h2>\n\n<p>\u79c1\u306f\u59cb\u3081\u308b <strong>\u5c0f\u3055\u3044<\/strong> GPU\u3092\u4f7f\u7528\u3057\u3001\u30e1\u30c8\u30ea\u30af\u30b9\u304c\u5b9f\u969b\u306e\u8ca0\u8377\u3092\u793a\u3059\u3068\u3059\u3050\u306b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3057\u307e\u3059\u3002\u6df7\u5408\u7cbe\u5ea6\uff08FP16\/BF16\uff09\u306f\u3001\u54c1\u8cea\u3092\u9855\u8457\u306b\u4f4e\u4e0b\u3055\u305b\u308b\u3053\u3068\u306a\u304f\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002\u63a8\u8ad6\u3067\u306f\u3001\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3092\u6700\u9069\u5316\u3057\u3001\u6f14\u7b97\u5b50\u878d\u5408\u3092\u6709\u52b9\u306b\u3057\u3001TensorRT\u304bTorch-Compile\u3092\u4f7f\u3046\u3002\u30dd\u30c3\u30c9\u30ec\u30d9\u30eb\u3067\u306e\u30ed\u30fc\u30c9\u30d0\u30e9\u30f3\u30b7\u30f3\u30b0\u306f\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u516c\u5e73\u306b\u5206\u6563\u3057\u3001\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3092\u30d5\u30e9\u30c3\u30c8\u306b\u4fdd\u3064\u3002\u5b9a\u671f\u7684\u306a\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u306b\u3088\u308a\u3001\u30e1\u30e2\u30ea\u30ea\u30fc\u30af\u3084\u5229\u7528\u7387\u306e\u4f4e\u3044\u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u767a\u898b\u3057\u3066\u3044\u308b\u3002.<\/p>\n\n<h2>GPU\u4e0a\u306e\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066\u3068\u4e26\u5217\u5316<\/h2>\n\n<p>\u30b7\u30a7\u30a2\u3059\u308b <strong>GPU\u5bb9\u91cf<\/strong> \u7d30\u304b\u3044\u7c92\u5ea6\u3067\u5229\u7528\u7387\u3068\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u3068\u308b\u3002\u30de\u30eb\u30c1\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9GPU\uff08MIG\uff09\u3067\u306f\u3001A100\/H100\u3092\u5206\u96e2\u3057\u305f\u30b9\u30e9\u30a4\u30b9\u306b\u5206\u5272\u3057\u3001\u5225\u3005\u306e\u30dd\u30c3\u30c9\u306b\u5272\u308a\u5f53\u3066\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30d5\u30ebVRAM\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044\u5c0f\u898f\u6a21\u306a\u63a8\u8ad6\u30b5\u30fc\u30d3\u30b9\u304c\u591a\u6570\u5b9f\u884c\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306b\u6709\u52b9\u3067\u3059\u3002\u4e26\u884c\u6027\u304c\u9ad8\u3044\u5834\u5408\u306f\u3001CUDA\u30b9\u30c8\u30ea\u30fc\u30e0\u3068\u30de\u30eb\u30c1\u30d7\u30ed\u30bb\u30b9\u30fb\u30b5\u30fc\u30d3\u30b9\uff08MPS\uff09\u3092\u5229\u7528\u3057\u3066\u3001\u8907\u6570\u306e\u30d7\u30ed\u30bb\u30b9\u304cGPU\u3092\u516c\u5e73\u306b\u5171\u6709\u3057\u307e\u3059\u3002\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u30d0\u30c3\u30c1\u30f3\u30b0\u306f\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30d0\u30b8\u30a7\u30c3\u30c8\u3092\u58ca\u3059\u3053\u3068\u306a\u304f\u5c0f\u3055\u306a\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u30d0\u30f3\u30c9\u30eb\u3057\u307e\u3059\u3002P95\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u304c\u5b89\u5b9a\u3059\u308b\u3088\u3046\u306b\u3001\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3054\u3068\u306b\u6642\u9593\u5236\u9650\uff08Max Batch Delay\uff09\u3068\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u3092\u5236\u5fa1\u3057\u3066\u3044\u307e\u3059\u3002\u30e1\u30e2\u30ea\u3092\u591a\u7528\u3059\u308b\u30e2\u30c7\u30eb\u3067\u306f\u3001KV\u30ad\u30e3\u30c3\u30b7\u30e5\u3092VRAM\u306b\u6b8b\u3057\u3001\u30da\u30fc\u30b8\u30d5\u30a9\u30fc\u30eb\u30c8\u3084\u30db\u30b9\u30c8\u306e\u6d41\u51fa\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u4e26\u5217\u6027\u3092\u610f\u56f3\u7684\u306b\u5236\u9650\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n\n<h2>\u63a8\u8ad6\u30b5\u30fc\u30d3\u30f3\u30b0\u30b9\u30bf\u30c3\u30af\u306e\u6bd4\u8f03<\/h2>\n\n<p>\u79c1\u304c\u9078\u3076 <strong>\u30e9\u30f3\u30bf\u30a4\u30e0\u306e\u63d0\u4f9b<\/strong> \u30e6\u30cb\u30d0\u30fc\u30b5\u30eb\u30fb\u30b5\u30fc\u30d0\u30fc\u306f\u7570\u7a2e\u30e2\u30c7\u30eb\u306b\u9069\u3057\u3066\u304a\u308a\u3001\u4e00\u65b9\u3001\u7279\u6b8a\u5316\u3055\u308c\u305f\u30b9\u30bf\u30c3\u30af\u306f\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3084\u8996\u899a\u30e2\u30c7\u30eb\u304b\u3089\u6700\u5f8c\u306e\u30d1\u30fc\u30bb\u30f3\u30c6\u30fc\u30b8\u30fb\u30dd\u30a4\u30f3\u30c8\u3092\u5f15\u304d\u51fa\u3059\u3002\u91cd\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u3001\u52d5\u7684\u30d0\u30c3\u30c1\u51e6\u7406\u3001TensorRT\u6700\u9069\u5316\u3001\u30b0\u30e9\u30d5\u30fb\u30d5\u30e5\u30fc\u30b8\u30e7\u30f3\u3001\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u305f\u3081\u306e\u30da\u30fc\u30b8\u30c9\u30fb\u30a2\u30c6\u30f3\u30b7\u30e7\u30f3\u306a\u3069\u3092\u5099\u3048\u305f\u30b9\u30b1\u30b8\u30e5\u30fc\u30e9\u3067\u3042\u308b\u3002\u30c8\u30fc\u30af\u30f3\u30fb\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3067\u306f\u3001\u30c8\u30fc\u30af\u30f3\u3054\u3068\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u4f4e\u3055\u3068\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u9593\u306e\u52b9\u7387\u7684\u306aKV\u30ad\u30e3\u30c3\u30b7\u30e5\u5171\u6709\u306b\u6ce8\u610f\u3057\u3066\u3044\u307e\u3059\u3002\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fb\u30d3\u30b8\u30e7\u30f3\u3067\u306f\u3001INT8\u30ad\u30e3\u30ea\u30d6\u30ec\u30fc\u30b7\u30e7\u30f3\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5f8c\u306e\u5b9a\u91cf\u5316\u6a5f\u80fd\u3092\u5099\u3048\u305f\u30a8\u30f3\u30b8\u30f3\u304c\u9ad8\u3044\u8a55\u4fa1\u3092\u5f97\u3066\u3044\u307e\u3059\u3002GPU\u304c\u30b7\u30ea\u30a2\u30e9\u30a4\u30ba\u3092\u5f85\u305f\u306a\u3044\u3088\u3046\u306b\u3001CPU\u306e\u30d7\u30ea\u30fb\u30dd\u30b9\u30c8\u51e6\u7406\u3068GPU\u30aa\u30da\u30ec\u30fc\u30bf\u3092\u5c02\u7528\u30b3\u30f3\u30c6\u30ca\u306b\u5206\u96e2\u3057\u307e\u3059\u3002Cuda\u30ab\u30fc\u30cd\u30eb\u306e\u30b3\u30f3\u30d1\u30a4\u30eb\u3092\u30db\u30b9\u30c8\u3054\u3068\u306b\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3001\u30a6\u30a9\u30fc\u30e0\u30fb\u30b9\u30bf\u30fc\u30c8\u3092\u9ad8\u901f\u5316\u3057\u307e\u3059\u3002.<\/p>\n\n\n<figure class=\"wp-block-image size-full is-resized\">\n  <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webhosting.de\/wp-content\/uploads\/2025\/11\/gpuhosting_nachtbuero_0734.png\" alt=\"\" width=\"1536\" height=\"1024\"\/>\n<\/figure>\n\n\n<h2>MLOps\uff1a\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3001\u30ed\u30fc\u30eb\u30a2\u30a6\u30c8\u3001\u54c1\u8cea<\/h2>\n\n<p>\u3092\u7dad\u6301\u3057\u3066\u3044\u308b\u3002 <strong>\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb<\/strong> 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<strong>SLO<\/strong> P95\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u30a8\u30e9\u30fc\u30d0\u30b8\u30a7\u30c3\u30c8\u3001GPU\u3054\u3068\u306e\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306a\u3069\u3067\u3059\u3002\u53e4\u5178\u7684\u306aRED\/USE\u30e1\u30c8\u30ea\u30af\u30b9\u306b\u52a0\u3048\u3001GPU\u56fa\u6709\u306e\u30b7\u30b0\u30ca\u30eb\u3092\u53ce\u96c6\u3057\u307e\u3059\uff1aSM\u5229\u7528\u7387\u3001\u30c6\u30f3\u30bd\u30eb\u30b3\u30a2\u5229\u7528\u7387\u3001VRAM\u30d4\u30fc\u30af\u3001\u30db\u30b9\u30c8\u304b\u3089\u30c7\u30d0\u30a4\u30b9\u3078\u306e\u30b3\u30d4\u30fc\u3001\u30d0\u30c3\u30c1\u5206\u5e03\u306a\u3069\u3067\u3059\u3002\u30c8\u30ec\u30fc\u30b9\u306fAPI\u30b9\u30d1\u30f3\u3068\u63a8\u8ad6\u30ab\u30fc\u30cd\u30eb\u3092\u30ea\u30f3\u30af\u3055\u305b\u308b\u306e\u3067\u3001\u30db\u30c3\u30c8\u30b9\u30dd\u30c3\u30c8\u3092\u672c\u5f53\u306b\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5408\u6210\u30c6\u30b9\u30c8\u306f\u3001\u73fe\u5b9f\u7684\u306a\u30b7\u30fc\u30b1\u30f3\u30b9\u9577\u3067\u518d\u73fe\u53ef\u80fd\u306a\u8ca0\u8377\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u3092\u751f\u6210\u3059\u308b\u3002\u30ab\u30aa\u30b9\u5b9f\u9a13\uff08\u30ce\u30fc\u30c9\u30fb\u30d5\u30a7\u30a4\u30eb\u3001\u30d7\u30ea\u30a8\u30f3\u30d7\u30b7\u30e7\u30f3\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30fb\u30b8\u30c3\u30bf\u30fc\uff09\u306f\u3001\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u518d\u8a66\u884c\u3001\u30d0\u30c3\u30af\u30aa\u30d5\u304c\u9069\u5207\u306b\u6a5f\u80fd\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002\u307e\u305f\u3001GPU\u30df\u30ea\u79d2\u3084\u30a4\u30b0\u30ec\u30b9\u3068\u3044\u3063\u305f\u30eb\u30fc\u30c8\u3054\u3068\u306e\u30b3\u30b9\u30c8\u30fb\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u3001\u30c1\u30fc\u30e0\u304c\u4e88\u7b97\u3068\u7167\u3089\u3057\u5408\u308f\u305b\u3066\u7ba1\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002.<\/p>\n\n\n<figure class=\"wp-block-image size-full is-resized\">\n  <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webhosting.de\/wp-content\/uploads\/2025\/11\/gpuhosting_webapps_ml_2749.png\" alt=\"\" width=\"1536\" height=\"1024\"\/>\n<\/figure>\n\n\n<h2>\u30c7\u30fc\u30bf\u3068\u6a5f\u80fd\u306e\u7ba1\u7406<\/h2>\n\n<p>\u79c1\u306f\u5225 <strong>\u30aa\u30f3\u30e9\u30a4\u30f3\u6a5f\u80fd<\/strong> 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<strong>\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong> NCCL\u30c8\u30dd\u30ed\u30b8\u30fc\u3092\u4ecb\u3057\u3066\u3001AllReduce\u3068AllGather\u3092\u52b9\u7387\u7684\u306b\u5b9f\u884c\u3057\u307e\u3059\u30021\u3064\u306e\u30db\u30b9\u30c8\u306b\u8907\u6570\u306eGPU\u304c\u3042\u308b\u5834\u5408\u306fNVLink\u3092\u4f7f\u7528\u3057\u3001\u30db\u30b9\u30c8\u9593\u306725-100 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<strong>\u30af\u30e9\u30a4\u30a2\u30f3\u30c8<\/strong> 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