{"id":15457,"date":"2026-10-19T23:25:58","date_gmt":"2026-10-19T15:25:58","guid":{"rendered":"https:\/\/ai-stack.ai\/?p=15457"},"modified":"2026-10-19T23:26:01","modified_gmt":"2026-10-19T15:26:01","slug":"token-factory-ixcsp-ai-services","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ja\/token-factory-ixcsp-ai-services","title":{"rendered":"Token Factory\u3068\u306f\uff1aGPU\u30fb\u30e2\u30c7\u30eb\u30fbToken\u3092\u904b\u7528\u53ef\u80fd\u306aAI\u30b5\u30fc\u30d3\u30b9\u3078\u5909\u3048\u308b6\u3064\u306e\u8981\u70b9"},"content":{"rendered":"<p><a href=\"https:\/\/ai-stack.ai\/ja\/manage-gpu-effectively\">GPU<\/a>\u3092\u6301\u3063\u3066\u3044\u308b\u3060\u3051\u3067\u306f \u3001AI\u30b5\u30fc\u30d3\u30b9\u4e8b\u696d\u3092\u6301\u3063\u3066\u3044\u308b\u3053\u3068\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3002\u6a5f\u5668\u3092\u8a2d\u7f6e\u3057\u305f\u5f8c\u3082\u3001\u904b\u55b6\u8005\u306f\u591a\u304f\u306e\u3053\u3068\u3092\u6c7a\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u9867\u5ba2\u304c\u3069\u3046\u30ea\u30bd\u30fc\u30b9\u3092\u7533\u3057\u8fbc\u3080\u304b\u3001\u30e2\u30c7\u30eb\u3092\u3069\u3046\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u304b\u3001\u4f7f\u7528\u91cf\u3092\u3069\u3046\u8a08\u6e2c\u3059\u308b\u304b\u3001\u30c6\u30ca\u30f3\u30c8\u3092\u3069\u3046\u5206\u96e2\u3059\u308b\u304b\u3001\u8acb\u6c42\u66f8\u3092\u3069\u3046\u4f5c\u308b\u304b\u3001\u30d4\u30fc\u30af\u6642\u306b\u3082\u30b5\u30fc\u30d3\u30b9\u76ee\u6a19\u3092\u5b88\u308c\u308b\u304b\u3002\u3053\u308c\u3089\u304c\u306a\u3051\u308c\u3070\u3001GPU\u306f\u9ad8\u4fa1\u306a\u5728\u5eab\u306b\u3059\u304e\u307e\u305b\u3093\u3002\u7e70\u308a\u8fd4\u3057\u63d0\u4f9b\u3067\u304d\u3001\u8a08\u6e2c\u3082\u3067\u304d\u308b\u4ed5\u7d44\u307f\u304c\u3042\u3063\u3066\u521d\u3081\u3066\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306f\u5546\u54c1\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u304c <strong>Token Factory<\/strong> \u306e\u8003\u3048\u65b9\u3067\u3059\u3002\u30c7\u30fc\u30bf\u3001\u30e2\u30c7\u30eb\u3001\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u6295\u5165\u3057\u3001\u6a19\u6e96\u5316\u3055\u308c\u305f\u63a8\u8ad6\u3001\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3001\u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u30e1\u30fc\u30bf\u30ea\u30f3\u30b0\u3092\u901a\u3057\u3066\u3001Token\u30b5\u30fc\u30d3\u30b9\u3092\u7d99\u7d9a\u7684\u306b\u751f\u307f\u51fa\u3057\u307e\u3059\u3002\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u306fAPI\u3067\u5229\u7528\u3067\u304d\u3001\u30b5\u30fc\u30d3\u30b9\u30ec\u30d9\u30eb\u3067\u7ba1\u7406\u3067\u304d\u3001\u30b3\u30b9\u30c8\u3068\u53ce\u76ca\u3092\u3069\u3053\u306b\u5e30\u5c5e\u3055\u305b\u308b\u304b\u3082\u660e\u78ba\u306b\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001Token\u305d\u306e\u3082\u306e\u304c\u5e38\u306b\u540c\u3058\u4e8b\u696d\u4fa1\u5024\u3092\u6301\u3064\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002Token\u306f\u63a8\u8ad6\u751f\u7523\u306e\u5171\u901a\u5358\u4f4d\u3067\u3042\u308a\u3001\u6700\u7d42\u7684\u306b\u306f\u9867\u5ba2\u304c\u5f97\u308b\u30b5\u30fc\u30d3\u30b9\u306e\u6210\u679c\u3078\u7d50\u3073\u3064\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>INFINITIX\u306e\u88fd\u54c1\u30dd\u30b8\u30b7\u30e7\u30cb\u30f3\u30b0\u3067\u306f\u3001Token Factory\u306f <strong>ixCSP<\/strong> \u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<a href=\"https:\/\/www.infinitix.ai\/jp\/products\/ixcsp\/\" target=\"_blank\" rel=\"noopener\">ixCSP\u516c\u5f0f\u30da\u30fc\u30b8<\/a>\u306f\u3001AI-Stack\u3092\u57fa\u76e4\u306b\u3057\u305f\u5546\u7528AI\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u3001<a href=\"https:\/\/ai-stack.ai\/ja\/whats-gaas\">GaaS<\/a>\u3001<a href=\"https:\/\/ai-stack.ai\/ja\/whats-maas\">MaaS<\/a>\u3001<a href=\"https:\/\/ai-stack.ai\/ja\/whats-taas\">TaaS<\/a>\u3001\u5f93\u91cf\u8ab2\u91d1\u3001\u30de\u30eb\u30c1\u30c6\u30ca\u30f3\u30c8\u7ba1\u7406\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u304c\u3001\u73fe\u6642\u70b9\u3067\u78ba\u8a8d\u3067\u304d\u308b\u88fd\u54c1\u306e\u57fa\u76e4\u3067\u3059\u3002\u3088\u308a\u5b8c\u5168\u306a\u30e6\u30cb\u30c3\u30c8\u30a8\u30b3\u30ce\u30df\u30af\u30b9\u3001\u30b5\u30fc\u30d3\u30b9\u30ab\u30bf\u30ed\u30b0\u3001\u30e2\u30c7\u30eb\u6a2a\u65ad\u914d\u7f6e\u306f\u3001\u672a\u516c\u958b\u6a5f\u80fd\u3067\u306f\u306a\u304f\u3001\u904b\u7528\u8a2d\u8a08\u3068\u4eca\u5f8c\u306e\u65b9\u5411\u6027\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002<\/p>\n<figure><img data-recalc-dims=\"1\" decoding=\"async\" alt=\"\u30ea\u30af\u30a8\u30b9\u30c8\u3001\u30e2\u30c7\u30eb\u3001\u8a08\u7b97\u8cc7\u6e90\u3092\u8a08\u6e2c\u53ef\u80fd\u306aAI\u30b5\u30fc\u30d3\u30b9\u3078\u5909\u3048\u308bToken Factory\u306e\u751f\u7523\u30e9\u30a4\u30f3\" src=\"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2026\/10\/8619ad44.jpg?quality=100&#038;ct=202603031250&#038;ssl=1\"\/><\/figure>\n<p><em>\u30ea\u30af\u30a8\u30b9\u30c8\u3001\u30e2\u30c7\u30eb\u3001\u8a08\u7b97<\/em><em>\u30ea\u30bd\u30fc\u30b9<\/em><em>\u3092\u8a08\u6e2c\u53ef\u80fd\u306aAI\u30b5\u30fc\u30d3\u30b9\u3078\u5909\u3048\u308bToken Factory\u306e\u751f\u7523\u30e9\u30a4\u30f3<\/em><\/p>\n<p><em>\u56f3\uff1aToken Factory\u306f\u30ea\u30af\u30a8\u30b9\u30c8\u3001\u30e2\u30c7\u30eb\u3001\u8a08\u7b97<\/em><em>\u30ea\u30bd\u30fc\u30b9<\/em><em>\u3092\u63a8\u8ad6\u3001\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u3001\u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u30e1\u30fc\u30bf\u30ea\u30f3\u30b0\u306b\u901a\u3057\u3001\u63d0\u4f9b\u53ef\u80fd\u306aAI\u30b5\u30fc\u30d3\u30b9\u3078\u5909\u3048\u307e\u3059\u3002<\/em><\/p>\n<h2>\u4e00\u3001\u6a5f\u68b0\u5ba4\u3067\u306f\u306a\u304f\u300c\u751f\u7523\u306e\u4ed5\u7d44\u307f\u300d\u3068\u3057\u3066\u306eToken Factory<\/h2>\n<p>NVIDIA\u306fAI Factory\u3092\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u3068\u30c7\u30fc\u30bf\u3092Token\u3078\u5909\u3048\u308b\u65b0\u3057\u3044\u30a4\u30f3\u30d5\u30e9\u3068\u4f4d\u7f6e\u4ed8\u3051\u3066\u3044\u307e\u3059\u3002 \u305d\u306e\u7d4c\u6e08\u6027\u306f\u3001Token\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3001Token\/\u30ef\u30c3\u30c8\u3001Token\u5358\u4fa1\u3001\u4f7f\u7528\u7387\u306a\u3069\u3067\u8a55\u4fa1\u3059\u308b\u3068\u3057\u3066\u3044\u307e\u3059 \uff08<a href=\"https:\/\/blogs.nvidia.com\/blog\/ai-factories-the-new-infrastructure-of-intelligence\/\" target=\"_blank\" rel=\"noopener\">AI Factories<\/a>\uff09\u3002\u63a8\u8ad6\u304c\u5358\u767a\u306e\u30e2\u30c7\u30eb\u30c7\u30e2\u304b\u3089\u3001\u7d99\u7d9a\u7684\u306a\u5927\u91cf\u751f\u7523\u3078\u79fb\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u7406\u89e3\u3059\u308b\u3046\u3048\u3067\u3001\u5206\u304b\u308a\u3084\u3059\u3044\u6bd4\u55a9\u3067\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u30011\u79d2\u5f53\u305f\u308a\u306eToken\u6570\u3060\u3051\u3067\u306f\u5de5\u5834\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002\u88fd\u9020\u306b\u306f\u3001\u539f\u6599\u4ed5\u69d8\u3001\u4f5c\u696d\u6307\u793a\u3001\u54c1\u8cea\u691c\u67fb\u3001\u5728\u5eab\u3001\u4fdd\u5b88\u3001\u51fa\u8377\u304c\u5fc5\u8981\u3067\u3059\u3002Token Factory\u306b\u3082\u3001\u5c11\u306a\u304f\u3068\u3082\u6b21\u306e6\u3064\u306e\u6a5f\u80fd\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u30b5\u30fc\u30d3\u30b9\u306e\u5b9a\u7fa9<\/li>\n<li>\u30c6\u30ca\u30f3\u30c8\u3068ID<\/li>\n<li>\u30e2\u30c7\u30eb\u3068\u5b9f\u884c\u74b0\u5883<\/li>\n<li>\u30ea\u30bd\u30fc\u30b9\u306e\u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0<\/li>\n<li>\u4f7f\u7528\u91cf\u306e\u8a08\u6e2c<\/li>\n<li>\u8acb\u6c42\u3068\u30b5\u30fc\u30d3\u30b9\u54c1\u8cea<\/li>\n<\/ul>\n<p>\u3064\u307e\u308aToken Factory\u306f\u3001\u7279\u5b9a\u306eGPU\u3067\u3082\u3001\uff11\u53f0\u306e\u63a8\u8ad6\u30b5\u30fc\u30d0\u30fc\u3067\u3082\u3042\u308a\u307e\u305b\u3093\u3002\u6280\u8853\u30ea\u30bd\u30fc\u30b9\u3092\u3001\u6ce8\u6587\u3067\u304d\u308b\u30b5\u30fc\u30d3\u30b9\u3078\u5909\u3048\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u9867\u5ba2\u304c\u898b\u308b\u3079\u304d\u306a\u306e\u306f\u30e9\u30c3\u30af\u306e\u6570\u3067\u306f\u306a\u304f\u3001\u30b5\u30fc\u30d3\u30b9\u30ab\u30bf\u30ed\u30b0\u3001\u30af\u30a9\u30fc\u30bf\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3001\u30e1\u30fc\u30bf\u30fc\u3001\u30b5\u30dd\u30fc\u30c8\u306e\u7bc4\u56f2\u3067\u3059\u3002<\/p>\n<h2>\u4e8c\u3001\u539f\u6599\u304b\u3089\u51fa\u8377\u307e\u3067\uff1aToken\u30b5\u30fc\u30d3\u30b9\u306e5\u3064\u306e\u5de5\u7a0b<\/h2>\n<p>\u904b\u7528\u53ef\u80fd\u306aToken Factory\u306f\u30015\u3064\u306e\u5de5\u7a0b\u306b\u6574\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n<table style=\"border-collapse:collapse;width:100%;margin:1em 0;border:1px solid #8a94a3\">\n<thead>\n<tr>\n<th style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left;background-color:#eef1f4;font-weight:700\">\n<p>\u5de5\u7a0b<\/p>\n<\/th>\n<th style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left;background-color:#eef1f4;font-weight:700\">\n<p>\u5165\u529b<\/p>\n<\/th>\n<th style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left;background-color:#eef1f4;font-weight:700\">\n<p>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u8cac\u4efb<\/p>\n<\/th>\n<th style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left;background-color:#eef1f4;font-weight:700\">\n<p>\u5fc5\u8981\u306a\u8a18\u9332<\/p>\n<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30b5\u30fc\u30d3\u30b9\u53d7\u4ed8<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30c6\u30ca\u30f3\u30c8\u3001\u30d7\u30e9\u30f3\u3001\u30e2\u30c7\u30eb\u8981\u4ef6\u3001\u30c7\u30fc\u30bf\u306e\u7bc4\u56f2<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3001ID\u3001\u30af\u30a9\u30fc\u30bf\u3001\u30b5\u30fc\u30d3\u30b9\u30ec\u30d9\u30eb\u306e\u4f5c\u6210<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u9867\u5ba2\u3001\u5951\u7d04\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u627f\u8a8d\u7bc4\u56f2<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30e2\u30c7\u30eb\u6e96\u5099<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30e2\u30c7\u30eb\u3001\u30a4\u30e1\u30fc\u30b8\u3001\u4f9d\u5b58\u95a2\u4fc2\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u30d1\u30bf\u30fc\u30f3<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30d0\u30fc\u30b8\u30e7\u30f3\u691c\u8a3c\u3001\u518d\u73fe\u3067\u304d\u308b\u74b0\u5883\u306e\u4f5c\u6210<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30e2\u30c7\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u30a4\u30e1\u30fc\u30b8\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u30c7\u30d7\u30ed\u30a4\u8a2d\u5b9a<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u63a8\u8ad6\u751f\u7523<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30ea\u30af\u30a8\u30b9\u30c8\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3001\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u3001\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u969c\u5bb3\u5bfe\u5fdc<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30ea\u30af\u30a8\u30b9\u30c8\u3001\u30ad\u30e5\u30fc\u3001\u30ea\u30bd\u30fc\u30b9\u3001\u30a8\u30e9\u30fc\u3001\u518d\u8a66\u884c<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u54c1\u8cea\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30eb\u30fc\u30eb\u3001\u30c7\u30fc\u30bf\u65b9\u91dd\u3001\u64cd\u4f5c\u6a29\u9650<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u5206\u96e2\u3001\u30d5\u30a3\u30eb\u30bf\u30fc\u3001\u4eba\u306b\u3088\u308b\u627f\u8a8d\u3001\u76e3\u67fb<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30dd\u30ea\u30b7\u30fc\u5224\u5b9a\u3001\u4f8b\u5916\u3001\u4eba\u306e\u4ecb\u5165<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u8a08\u6e2c\u30fb\u7cbe\u7b97<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>Token\u3001\u6642\u9593\u3001\u30ea\u30bd\u30fc\u30b9\u3001\u30d7\u30e9\u30f3<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u4f7f\u7528\u91cf\u96c6\u8a08\u3001\u6599\u91d1\u8a08\u7b97\u3001\u8acb\u6c42\u3001\u30ec\u30dd\u30fc\u30c8<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u5165\u51fa\u529bToken\u3001\u6599\u91d1\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u91d1\u984d\u3001\u5e30\u5c5e\u5148<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5168\u5de5\u7a0b\u3067\u3001\u540c\u3058\u30c6\u30ca\u30f3\u30c8\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3001\u30b5\u30fc\u30d3\u30b9ID\u3092\u4f7f\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u63a8\u8ad6\u306f\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u540d\u3001\u8acb\u6c42\u306f\u30a2\u30ab\u30a6\u30f3\u30c8\u3001\u76e3\u8996\u306fPod\u540d\u3060\u3051\u3092\u8a18\u9332\u3057\u3066\u3044\u308b\u3068\u3001\u6708\u672b\u306b\u4eba\u304c\u30c7\u30fc\u30bf\u3092\u7a81\u304d\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u3001\u9867\u5ba2\u304b\u3089\u306e \u554f\u3044\u5408\u308f\u305b\u306b\u3082\u7b54\u3048\u3089\u308c\u307e\u305b\u3093\u3002\u6700\u521d\u306b\u6a19\u6e96\u5316\u3059\u3079\u304d\u306a\u306e\u306f\u3001\u30e2\u30c7\u30eb\u306e\u6700\u9069\u5316\u3067\u306f\u306a\u304f\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u6a2a\u65ad\u3059\u308b\u8b58\u5225\u5b50\u3067\u3042\u308b\u5834\u5408\u304c\u591a\u3044\u306e\u3067\u3059\u3002<\/p>\n<p>OpenTelemetry\u306e <a href=\"https:\/\/opentelemetry.io\/blog\/2026\/genai-observability\/\" target=\"_blank\" rel=\"noopener\">\u751f\u6210AI\u53ef\u89b3\u6e2c\u6027<\/a>\u306f\u3001\u30e2\u30c7\u30eb\u540d\u3001\u5165\u51fa\u529bToken\u3001\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u3001\u9045\u5ef6\u3092\u30c8\u30ec\u30fc\u30b9\u3001\u30e1\u30c8\u30ea\u30af\u30b9\u3001\u30a4\u30d9\u30f3\u30c8\u3068\u3057\u3066\u8a18\u9332\u3059\u308b\u65b9\u6cd5\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5171\u901a\u306e\u5b9a\u7fa9\u304c\u3042\u308c\u3070\u3001\u9867\u5ba2\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u304b\u3089\u30e2\u30c7\u30eb\u3001\u30c4\u30fc\u30eb\u3001\u30a4\u30f3\u30d5\u30e9\u307e\u3067\u3092\u4e00\u7d9a\u304d\u3067\u8ffd\u8de1\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>\u4e09\u3001\u540c\u3058\u5de5\u5834\u306e3\u3064\u306e\u88fd\u54c1\u968e\u5c64\u3068\u3057\u3066\u306eGaaS\u30fbMaaS\u30fbTaaS<\/h2>\n<p>ixCSP\u306f\u3001\u5546\u7528\u306e\u30b5\u30fc\u30d3\u30b9\u63d0\u4f9b\u30923\u3064\u306e\u30e2\u30c7\u30eb\u306b\u5206\u3051\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u3069\u308c\u304b1\u3064\u3092\u9078\u3076\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u4e8b\u696d\u8005\u304c\u904b\u7528\u8cac\u4efb\u3092\u3069\u306e\u5c64\u307e\u3067\u5f15\u304d\u53d7\u3051\u308b\u304b\u306e\u9055\u3044\u3067\u3059\u3002<\/p>\n<table style=\"border-collapse:collapse;width:100%;margin:1em 0;border:1px solid #8a94a3\">\n<thead>\n<tr>\n<th style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left;background-color:#eef1f4;font-weight:700\">\n<p>\u30b5\u30fc\u30d3\u30b9<\/p>\n<\/th>\n<th style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left;background-color:#eef1f4;font-weight:700\">\n<p>\u9867\u5ba2\u304c\u5f97\u308b\u3082\u306e<\/p>\n<\/th>\n<th style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left;background-color:#eef1f4;font-weight:700\">\n<p>\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u8cac\u4efb<\/p>\n<\/th>\n<th style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left;background-color:#eef1f4;font-weight:700\">\n<p>\u9069\u3059\u308b\u9867\u5ba2<\/p>\n<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>GaaS<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u5fc5\u8981\u306a\u3068\u304d\u306b\u4f7f\u3048\u308bGPU\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30ea\u30bd\u30fc\u30b9\u30d7\u30fc\u30eb\u3001\u5206\u5272\u3001\u30af\u30a9\u30fc\u30bf\u3001\u30c6\u30ca\u30f3\u30c8\u5206\u96e2\u3001\u4f7f\u7528\u91cf\u8ab2\u91d1<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u81ea\u793e\u3067\u30e2\u30c7\u30eb\u3068\u57fa\u76e4\u306e\u30c1\u30fc\u30e0\u3092\u6301\u3061\u3001\u67d4\u8edf\u306a\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u304c\u5fc5\u8981\u306a\u9867\u5ba2<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>MaaS<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u767b\u9332\u30fb\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u30b5\u30fc\u30d3\u30b9<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30ab\u30bf\u30ed\u30b0\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u74b0\u5883\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u306e\u7ba1\u7406<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u307e\u3067\u306e\u6642\u9593\u3092\u77ed\u7e2e\u3057\u305f\u3044\u958b\u767a\u30c1\u30fc\u30e0<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>TaaS<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>Token\u5f93\u91cf\u5236\u306e\u63a8\u8ad6API<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3001\u63a8\u8ad6\u3001Token\u8a08\u6e2c\u3001\u30b5\u30fc\u30d3\u30b9\u30ec\u30d9\u30eb\u3001\u8acb\u6c42<\/p>\n<\/td>\n<td style=\"border:1px solid #8a94a3;padding:8px 12px;text-align:left\">\n<p>\u30e2\u30c7\u30eb\u57fa\u76e4\u3092\u81ea\u5206\u3067\u904b\u7528\u305b\u305a\u3001AI\u6a5f\u80fd\u3092\u7d44\u307f\u8fbc\u307f\u305f\u3044\u9867\u5ba2<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>Token Factory\u3067\u306f\u3001\u3053\u306e3\u3064\u306e\u5c64\u304c\u57fa\u76e4\u3068\u904b\u7528\u30c7\u30fc\u30bf\u3092\u5171\u6709\u3067\u304d\u307e\u3059\u3002GaaS\u306eGPU\u30d7\u30fc\u30eb\u304cMaaS\u306e\u30e2\u30c7\u30eb\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u652f\u3048\u3001MaaS\u304cTaaS\u306e\u63a8\u8ad6\u5143\u306b\u306a\u308a\u307e\u3059\u3002\u5404\u5c64\u306f\u88fd\u54c1\u306e\u5883\u754c\u3068\u6599\u91d1\u4f53\u7cfb\u3092\u4fdd\u3061\u306a\u304c\u3089\u3001ID\u3001\u76e3\u8996\u3001\u8acb\u6c42\u306e\u4ed5\u7d44\u307f\u3092\u6bce\u56de\u4f5c\u308a\u76f4\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>ixCSP\u306e\u516c\u958b\u60c5\u5831\u306b\u306f\u3001\u4f7f\u7528\u91cf\u8a08\u6e2c\u3001\u5f93\u91cf\u8ab2\u91d1\u3001\u30de\u30eb\u30c1\u30c6\u30ca\u30f3\u30c8\u7ba1\u7406\u3001GaaS\/MaaS\/TaaS\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002\u88fd\u54c1\u30e1\u30c3\u30bb\u30fc\u30b8\u306f\u660e\u78ba\u3067\u3059\u3002AI-Stack\u304c\u30ea\u30bd\u30fc\u30b9\u3068\u5236\u5fa1\u306e\u57fa\u76e4\u3092\u63d0\u4f9b\u3057\u3001ixCSP\u304c\u305d\u308c\u3092\u8ca9\u58f2\u30fb\u8a08\u6e2c\u30fb\u7d99\u7d9a\u904b\u7528\u3067\u304d\u308b\u30b5\u30fc\u30d3\u30b9\u306b\u5909\u3048\u307e\u3059\u3002<\/p>\n<h2>\u56db\u3001Token\u6570\u3060\u3051\u3067\u306f\u8db3\u308a\u306a\u3044\u30e1\u30fc\u30bf\u30ea\u30f3\u30b0<\/h2>\n<p>Token\u306f\u8ab2\u91d1\u306e\u5358\u4f4d\u3068\u3057\u3066\u306f\u81ea\u7136\u3067\u3059\u304c\u3001\u30b5\u30fc\u30d3\u30b9\u3092\u8a55\u4fa1\u3059\u308b\u6307\u6a19\u3068\u3057\u3066\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002NVIDIA\u306e <a href=\"https:\/\/docs.nvidia.com\/nim\/benchmarking\/llm\/latest\/metrics.html\" target=\"_blank\" rel=\"noopener\">LLM\u63a8\u8ad6\u6307\u6a19<\/a> \u3067\u306f\u3001Time to First Token\uff08TTFT\uff09\u3001Inter-token Latency\uff08ITL\uff09\u3001End-to-end Latency\u3001Tokens per Second\uff08TPS\uff09\u3001Requests per Second\uff08RPS\uff09\u3092\u533a\u5225\u3057\u3066\u3044\u307e\u3059\u3002\u6e2c\u5b9a\u30c4\u30fc\u30eb\u306b\u3088\u3063\u3066\u5b9a\u7fa9\u304c\u9055\u3046\u6570\u5024\u306f\u3001\u305d\u306e\u307e\u307e\u6bd4\u3079\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p>\u904b\u7528\u53ef\u80fd\u306aTaaS\u306b\u306f\u3001\u6b21\u306e4\u7a2e\u985e\u306e\u6307\u6a19\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<ol>\n<li><strong>\u4f7f\u7528\u91cf<\/strong>\uff1a\u5165\u529bToken\u3001\u51fa\u529bToken\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3001\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057<\/li>\n<li><strong>\u4f53\u9a13<\/strong>\uff1aTTFT\u3001\u5168\u4f53\u306e\u9045\u5ef6\u3001\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u306e\u5b89\u5b9a\u6027\u3001\u30a8\u30e9\u30fc\u7387<\/li>\n<li><strong>\u5bb9\u91cf<\/strong>\uff1a\u540c\u6642\u5b9f\u884c\u6570\u3001\u30ad\u30e5\u30fc\u306e\u5f85\u3061\u6642\u9593\u3001TPS\u3001\u4f7f\u7528\u7387\u3001\u98fd\u548c\u70b9<\/li>\n<li><strong>\u6210\u679c<\/strong>\uff1a\u30bf\u30b9\u30af\u306e\u5b8c\u4e86\u3001\u518d\u8a66\u884c\u3001\u4eba\u3078\u306e\u5f15\u304d\u7d99\u304e\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\/\u6a29\u9650\u30dd\u30ea\u30b7\u30fc\u306e\u7d50\u679c<\/li>\n<\/ol>\n<p>\u300cTPS\u306f\u9ad8\u3044\u307b\u3069\u826f\u3044\u300d\u306b\u3082\u6761\u4ef6\u304c\u3042\u308a\u307e\u3059\u3002\u30d0\u30c3\u30c1\u3092\u5927\u304d\u304f\u3059\u308b\u3068\u5168\u4f53\u306e\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u306f\u4e0a\u304c\u308a\u307e\u3059\u304c\u3001\u500b\u3005\u306e\u5229\u7528\u8005\u306e\u5f85\u3061\u6642\u9593\u304c\u9577\u304f\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c\u9577\u304f\u306a\u308b\u3068\u3001\u6700\u521d\u306eToken\u304c\u8fd4\u308b\u307e\u3067\u306e\u6642\u9593\u3068\u30e1\u30e2\u30ea\u30fc\u306e\u8ca0\u8377\u304c\u5897\u3048\u3001\u98fd\u548c\u70b9\u306b\u8fd1\u3065\u304f\u3068\u30ad\u30e5\u30fc\u304c\u6025\u306b\u4f38\u3073\u307e\u3059\u3002\u30b5\u30fc\u30d3\u30b9\u30ab\u30bf\u30ed\u30b0\u306b\u306f\u3001\u30e2\u30c7\u30eb\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3001\u5165\u51fa\u529b\u306e\u9577\u3055\u3001\u540c\u6642\u5b9f\u884c\u6570\u3001\u6e2c\u5b9a\u3057\u305f\u7bc4\u56f2\u3092\u660e\u8a18\u3059\u3079\u304d\u3067\u3059\u30021\u3064\u306e\u30d4\u30fc\u30af\u5024\u3092\u3001\u5168\u8ca0\u8377\u3067\u306e\u4fdd\u8a3c\u3068\u3057\u3066\u6271\u3063\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002<\/p>\n<p>\u8acb\u6c42\u30c7\u30fc\u30bf\u306f\u3001\u3042\u3068\u304b\u3089\u8a08\u7b97\u3057\u76f4\u305b\u308b\u3053\u3068\u3082\u5fc5\u8981\u3067\u3059\u3002\u4f7f\u7528\u8a18\u9332\u3054\u3068\u306b\u3001 \u30c6\u30ca\u30f3\u30c8\u3001\u30b5\u30fc\u30d3\u30b9\u3001\u30e2\u30c7\u30eb\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u5165\u51fa\u529bToken\u3001\u6642\u523b\u3001\u6599\u91d1\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u5272\u5f15\u30eb\u30fc\u30eb\u3092\u6b8b\u3057\u307e\u3059\u3002Tokenizer\u3001\u6599\u91d1\u3001\u30d7\u30e9\u30f3\u304c\u5909\u308f\u3063\u3066\u3082\u904e\u53bb\u306e\u8acb\u6c42\u3092\u8aac\u660e\u3067\u304d\u306a\u3051\u308c\u3070\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u753b\u9762\u3060\u3051\u3067\u306f\u5546\u7528\u904b\u7528\u3092\u652f\u3048\u3089\u308c\u307e\u305b\u3093\u3002<\/p>\n<h2>\u4e94\u3001\u30ed\u30b0\u30a4\u30f3\u753b\u9762\u3067\u306f\u306a\u304f\u88fd\u54c1\u306e\u5883\u754c\u3068\u3057\u3066\u306e\u30de\u30eb\u30c1\u30c6\u30ca\u30f3\u30c8<\/h2>\n<p>Token Factory\u306f\u3001\u8907\u6570\u306e\u793e\u5916\u9867\u5ba2\u3084\u793e\u5185\u90e8\u9580\u306b\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30de\u30eb\u30c1\u30c6\u30ca\u30f3\u30c8\u3068\u306f\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u5206\u96e2\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30e2\u30c7\u30eb\u3001\u30ea\u30bd\u30fc\u30b9\u3001\u30ed\u30b0\u3001\u8acb\u6c42\u306e\u5206\u96e2\u307e\u3067\u542b\u307f\u307e\u3059\u3002<\/p>\n<p>Kubernetes\u516c\u5f0f\u306e <a href=\"https:\/\/kubernetes.io\/docs\/concepts\/security\/multi-tenancy\/\" target=\"_blank\" rel=\"noopener\">Multi-tenancy\u30ac\u30a4\u30c9<\/a>\u3067\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u5171\u6709\u3059\u308b\u3068\u30b3\u30b9\u30c8\u524a\u6e1b\u3084\u7ba1\u7406\u306e\u7c21\u7d20\u5316\u306b\u3064\u306a\u304c\u308b\u4e00\u65b9\u3067\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u516c\u5e73\u6027\u3001noisy neighbor\uff08\u307b\u304b\u306e\u5229\u7528\u8005\u306e\u9ad8\u8ca0\u8377\u306b\u3088\u308b\u5f71\u97ff\uff09\u306e\u8ab2\u984c\u304c\u3042\u308b\u3068\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002\u4fe1\u983c\u95a2\u4fc2\u3001\u898f\u5236\u3001\u6027\u80fd\u306e\u8981\u4ef6\u306b\u3088\u3063\u3066\u3001namespace\u3001\u4eee\u60f3\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u30d7\u30ec\u30fc\u30f3 \u3001\u5c02\u7528\u30ce\u30fc\u30c9\u3001\u72ec\u7acb\u30af\u30e9\u30b9\u30bf\u30fc\u306a\u3069\u3001\u5fc5\u8981\u306a\u5206\u96e2\u306e\u65b9\u6cd5\u306f\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n<p>\u30b5\u30fc\u30d3\u30b9\u63d0\u4f9b\u8005\u306f\u3001\u5206\u96e2\u3092\u300c\u78ba\u8a8d\u3067\u304d\u308b\u6761\u4ef6\u300d\u3068\u3057\u3066\u793a\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>ID\/API\u30ad\u30fc\u3067\u3001\u81ea\u5206\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3068\u4f7f\u7528\u91cf\u3060\u3051\u304c\u898b\u3048\u308b\u304b<\/li>\n<li>\u30e2\u30c7\u30eb\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3001\u30ed\u30b0\u304c\u30c6\u30ca\u30f3\u30c8\u9593\u3067\u5171\u6709\u3055\u308c\u3066\u3044\u306a\u3044\u304b<\/li>\n<li>1\u3064\u306e\u30c6\u30ca\u30f3\u30c8\u306e\u9ad8\u8ca0\u8377\u304c\u3001\u307b\u304b\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u9045\u304f\u3057\u306a\u3044\u304b<\/li>\n<li>\u7ba1\u7406\u8005\u304c\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u304b\u3001\u305d\u306e\u64cd\u4f5c\u3092\u76e3\u67fb\u3067\u304d\u308b\u304b<\/li>\n<li>\u5951\u7d04\u7d42\u4e86\u5f8c\u3001\u30e2\u30c7\u30eb\u3001\u30c7\u30fc\u30bf\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3092\u3069\u3046\u51e6\u7406\u3059\u308b\u304b<\/li>\n<\/ul>\n<p>\u5206\u96e2\u306e\u65b9\u5f0f\u306f\u3001\u4fa1\u683c\u306b\u3082\u76f4\u63a5\u5f71\u97ff\u3057\u307e\u3059\u3002\u5171\u6709\u30ea\u30bd\u30fc\u30b9\u306f\u5e73\u5747\u4f7f\u7528\u7387\u3092\u4e0a\u3052\u3084\u3059\u3044\u4e00\u65b9\u3067\u3001\u7cbe\u5bc6\u306a\u30af\u30a9\u30fc\u30bf\u3001\u512a\u5148\u9806\u4f4d\u3001\u4fdd\u8b77\u306e\u4ed5\u7d44\u307f\u304c\u5fc5\u8981\u3067\u3059\u3002\u5c02\u7528\u30ea\u30bd\u30fc\u30b9\u306f\u5206\u96e2\u3084\u5bb9\u91cf\u3092\u8aac\u660e\u3057\u3084\u3059\u3044\u3082\u306e\u306e\u3001\u56fa\u5b9a\u8cbb\u304c\u5897\u3048\u307e\u3059\u3002Token Factory\u3067\u306f\u30011\u3064\u306e\u65b9\u5f0f\u3092\u3059\u3079\u3066\u306e\u9867\u5ba2\u306b\u5f53\u3066\u306f\u3081\u305a\u3001\u30b5\u30fc\u30d3\u30b9\u306e\u968e\u5c64\u3054\u3068\u306b\u6280\u8853\u7684\u5834\u5883\u754c\u3092\u660e\u793a\u3057\u307e\u3059\u3002<\/p>\n<h2>\u516d\u3001\u30b3\u30b9\u30c8\u30bb\u30f3\u30bf\u30fc\u304b\u3089\u30b5\u30fc\u30d3\u30b9\u4e8b\u696d\u3078\uff1a\u30e6\u30cb\u30c3\u30c8\u30a8\u30b3\u30ce\u30df\u30af\u30b9\u306b\u3088\u308b\u691c\u8a3c<\/h2>\n<p><a href=\"https:\/\/ai-stack.ai\/ja\/cloud-or-on-premises\">\u30af\u30e9\u30a6\u30c9API<\/a>\u5358\u4fa1\u3068GPU\u8cfc\u5165\u8cbb\u3060\u3051\u3092\u6bd4\u3079\u308b\u3060\u3051\u3067\u306f\u3001\u5546\u7528\u5316\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u306f\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002 \u56fa\u5b9a\u8cbb\u306b\u306f\u3001\u6a5f\u5668\u3001\u65bd\u8a2d\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001\u904b\u7528\u306e\u4eba\u4ef6\u8cbb\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u5909\u52d5\u8cbb\u306b\u306f\u3001\u96fb\u529b\u3001\u30e2\u30c7\u30eb\u547c\u3073\u51fa\u3057\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u901a\u4fe1\u3001\u30b5\u30dd\u30fc\u30c8\u3001\u518d\u8a66\u884c\u304c\u3042\u308a\u307e\u3059\u3002GPU\u306e\u6e1b\u4fa1\u511f\u5374\u3092Token\u6570\u3067\u5272\u308b\u3060\u3051\u3067\u306f\u3001\u63d0\u4f9b\u30b3\u30b9\u30c8\u306e\u591a\u304f\u3092\u898b\u843d\u3068\u3057\u307e\u3059\u3002<\/p>\n<p>FinOps Foundation\u306e <a href=\"https:\/\/www.finops.org\/wg\/introduction-cloud-unit-economics\/\" target=\"_blank\" rel=\"noopener\">Cloud Unit Economics<\/a> \u306f\u3001\u30b3\u30b9\u30c8\u3092\u5206\u304b\u308a\u3084\u3059\u3044\u696d\u52d9\u5358\u4f4d\u306b\u7d50\u3073\u4ed8\u3051\u308b\u8003\u3048\u65b9\u3067\u3059\u3002Token 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<\/h3>\n<p>\u7533\u8fbc\u3001\u30c7\u30d7\u30ed\u30a4\u3001API\u30ad\u30fc\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3001\u4f7f\u7528\u91cf\u96c6\u8a08\u3001\u8acb\u6c42\u66f8\u307e\u3067\u3001\u540c\u3058ID\u3092\u4f7f\u3044\u307e\u3059\u3002\u901a\u5e38\u6642\u3068\u30d4\u30fc\u30af\u6642\u306e\u8ca0\u8377\u3067\u3001TTFT\u3001TPS\u3001\u30ad\u30e5\u30fc\u3001\u30a8\u30e9\u30fc\u3001\u518d\u8a66\u884c\u3092\u78ba\u8a8d\u3057\u3001\u3059\u3079\u3066\u306e\u8acb\u6c42\u3092\u88cf\u4ed8\u3051\u3068\u306a\u308b\u8a18\u9332\u307e\u3067\u305f\u3069\u308c\u308b\u72b6\u614b\u306b\u3057\u307e\u3059\u3002<\/p>\n<h3>61\u301c90\u65e5\uff1a2\u756a\u76ee\u306e\u30c6\u30ca\u30f3\u30c8\u3068\u4f8b\u5916\u30b1\u30fc\u30b9\u306e\u8ffd\u52a0 <\/h3>\n<p>\u30af\u30a9\u30fc\u30bf\u67af\u6e07\u3001\u30e2\u30c7\u30eb\u969c\u5bb3\u3001\u6599\u91d1\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u5909\u66f4\u3001\u30c6\u30ca\u30f3\u30c8\u306e\u524a\u9664\u3001noisy neighbor\u3092\u8a66\u3057\u307e\u3059\u3002\u4f8b\u5916\u304c\u8d77\u304d\u3066\u3082\u30b5\u30fc\u30d3\u30b9\u3001\u8acb\u6c42\u3001\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u8a18\u9332\u304c\u98df\u3044\u9055\u308f\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u3001\u30e2\u30c7\u30eb\u30ab\u30bf\u30ed\u30b0\u3068\u9867\u5ba2\u6570\u3092\u5e83\u3052\u307e\u3059\u3002 <\/p>\n<p>Token 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