{"id":3549,"date":"2025-04-30T11:30:54","date_gmt":"2025-04-30T02:30:54","guid":{"rendered":"https:\/\/wtpmj.com\/?p=3549"},"modified":"2025-04-30T11:30:54","modified_gmt":"2025-04-30T02:30:54","slug":"%e5%88%9d%e5%bf%83%e8%80%85%e5%bf%85%e8%a6%8b%ef%bc%81gpu%e3%82%af%e3%83%a9%e3%82%a6%e3%83%89%e3%82%b5%e3%83%bc%e3%83%93%e3%82%b9%e3%81%a7%e5%a7%8b%e3%82%81%e3%82%8bai%e3%83%bb%e6%a9%9f%e6%a2%b0","status":"publish","type":"post","link":"https:\/\/wtpmj.com\/?p=3549","title":{"rendered":"\u521d\u5fc3\u8005\u5fc5\u898b\uff01GPU\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u59cb\u3081\u308bAI\u30fb\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e16\u754c"},"content":{"rendered":"<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/downloaded_image_1745980246.jpg\"><\/p>\n<p>\u300cAI\u3063\u3066\u3001\u306a\u3093\u304b\u96e3\u3057\u305d\u3046\u2026\u300d\u300cGPU\u3063\u3066\u805e\u304f\u3051\u3069\u3001\u7d50\u5c40\u4f55\u304c\u3059\u3054\u3044\u306e\uff1f\u300d<\/p>\n<p>\u305d\u3046\u601d\u3063\u3066\u3044\u308b\u3042\u306a\u305f\uff01\u5b9f\u306f\u3001AI\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u4e16\u754c\u306f\u3001\u79c1\u305f\u3061\u304c\u601d\u3063\u3066\u3044\u308b\u3088\u308a\u3082\u305a\u3063\u3068\u8eab\u8fd1\u3067\u3001\u305d\u3057\u3066\u9a5a\u304f\u307b\u3069\u9032\u5316\u3057\u3066\u3044\u308b\u3093\u3067\u3059\u3002\u307e\u308b\u3067\u3001\u304b\u3064\u3066SF\u6620\u753b\u3067\u3057\u304b\u898b\u3089\u308c\u306a\u304b\u3063\u305f\u3088\u3046\u306a\u6280\u8853\u304c\u3001\u4eca\u3001\u79c1\u305f\u3061\u306e\u624b\u306e\u4e2d\u306b\u53ce\u307e\u308d\u3046\u3068\u3057\u3066\u3044\u308b\u3002\u305d\u3093\u306a\u30ef\u30af\u30ef\u30af\u3059\u308b\u6642\u4ee3\u306b\u3001\u3042\u306a\u305f\u306f\u751f\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3067\u3082\u3001\u3044\u3056AI\u3092\u52d5\u304b\u305d\u3046\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u5b66\u307c\u3046\u3068\u601d\u3063\u305f\u6642\u306b\u3001\u5fc5\u305a\u3068\u8a00\u3063\u3066\u3044\u3044\u307b\u3069\u58c1\u306b\u3076\u3064\u304b\u308b\u306e\u304c\u300cGPU\u300d\u306e\u554f\u984c\u3002\u7279\u306b\u3001\u9ad8\u6027\u80fd\u306aGPU\u3092\u4f7f\u304a\u3046\u3068\u3059\u308b\u3068\u3001\u300c\u6599\u91d1\u304c\u9ad8\u305d\u3046\u2026\u300d\u300c\u3069\u308c\u3092\u9078\u3079\u3070\u3044\u3044\u306e\uff1f\u300d\u3068\u60a9\u3093\u3067\u3057\u307e\u3044\u307e\u3059\u3088\u306d\u3002<\/p>\n<p>\u304b\u3064\u3066\u3001\u79c1\u3082\u540c\u3058\u3088\u3046\u306b\u60a9\u3093\u3060\u6642\u671f\u304c\u3042\u308a\u307e\u3057\u305f\u3002\u65b0\u3057\u3044\u6280\u8853\u306b\u89e6\u308c\u305f\u3044\u3001\u3067\u3082\u30b3\u30b9\u30c8\u304c\u5fc3\u914d\u3002\u305d\u3093\u306a\u6642\u306b\u51fa\u4f1a\u3063\u305f\u306e\u304c\u3001\u4eca\u56de\u3054\u7d39\u4ecb\u3059\u308b\u300cGPU\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u300d\u306e\u4e16\u754c\u3067\u3059\u3002\u307e\u308b\u3067\u3001\u9ad8\u6027\u80fd\u306a\u30b9\u30fc\u30d1\u30fc\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3092\u3001\u5fc5\u8981\u306a\u6642\u3060\u3051\u30ec\u30f3\u30bf\u30eb\u3067\u304d\u308b\u3088\u3046\u306a\u611f\u899a\u3002\u3053\u308c\u3092\u77e5\u3063\u3066\u304b\u3089\u3001\u79c1\u306eAI\u5b66\u7fd2\u306e\u30cf\u30fc\u30c9\u30eb\u306f\u3050\u3063\u3068\u4e0b\u304c\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u305d\u3093\u306aGPU\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u4e2d\u3067\u3082\u3001\u7279\u306b\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u300cConoHa VPS\u300d\u300cWebARENA IndigoGPU\u300d\u300cGoogle Colaboratory (Pay As You Go)\u300d\u306e3\u3064\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u305d\u308c\u305e\u308c\u306eGPU\uff08H100, A100, V100, L4, A4000\uff09\u306e\u6599\u91d1\u3068\u30b9\u30da\u30c3\u30af\u3092\u5fb9\u5e95\u6bd4\u8f03\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>AI\u958b\u767a\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u8208\u5473\u304c\u3042\u308b\u65b9\u3001\u3053\u308c\u304b\u3089\u59cb\u3081\u3066\u307f\u305f\u3044\u65b9\u3001\u305d\u3057\u3066\u3059\u3067\u306b\u59cb\u3081\u3066\u3044\u308b\u3051\u308c\u3069\u3001\u3082\u3063\u3068\u52b9\u7387\u7684\u306b\u3001\u3082\u3063\u3068\u304a\u5f97\u306bGPU\u3092\u4f7f\u3044\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u308b\u65b9\u306b\u3068\u3063\u3066\u3001\u304d\u3063\u3068\u5f79\u7acb\u3064\u60c5\u5831\u304c\u6e80\u8f09\u306e\u306f\u305a\u3067\u3059\u3002\u3055\u3042\u3001\u4e00\u7dd2\u306bGPU\u30af\u30e9\u30a6\u30c9\u306e\u4e16\u754c\u3092\u8997\u3044\u3066\u307f\u307e\u3057\u3087\u3046\uff01<\/p>\n<h2>AI\u958b\u767a\u30fb\u6a5f\u68b0\u5b66\u7fd2\u306b\u5fc5\u9808\uff01GPU\u3068\u306f\uff1f<\/h2>\n<p>\u307e\u305a\u3001GPU\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002GPU\uff08Graphics Processing Unit\uff09\u306f\u3001\u3082\u3068\u3082\u3068\u30b2\u30fc\u30e0\u306a\u3069\u306e\u753b\u50cf\u51e6\u7406\u3092\u9ad8\u901f\u5316\u3059\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u305f\u534a\u5c0e\u4f53\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u4e26\u5217\u51e6\u7406\u80fd\u529b\u306e\u9ad8\u3055\u304b\u3089\u3001\u8fd1\u5e74\u3067\u306fAI\u306e\u5b66\u7fd2\u3084\u63a8\u8ad6\u51e6\u7406\u306b\u4e0d\u53ef\u6b20\u306a\u5b58\u5728\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>CPU\u304c\u5c11\u6570\u306e\u5f37\u529b\u306a\u30b3\u30a2\u3067\u8907\u96d1\u306a\u51e6\u7406\u3092\u9806\u756a\u306b\u884c\u3046\u306e\u304c\u5f97\u610f\u306a\u306e\u306b\u5bfe\u3057\u3001GPU\u306f\u591a\u6570\u306e\u30b3\u30a2\u3067\u5358\u7d14\u306a\u8a08\u7b97\u3092\u540c\u6642\u306b\u884c\u3046\u306e\u304c\u5f97\u610f\u3067\u3059\u3002\u3053\u306e\u7279\u6027\u304c\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046AI\u306e\u5b66\u7fd2\u3068\u975e\u5e38\u306b\u76f8\u6027\u304c\u826f\u3044\u306e\u3067\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u308b\u306a\u3089\u3001CPU\u306f\u512a\u79c0\u306a\u4e00\u4eba\u3067\u4f55\u3067\u3082\u3053\u306a\u3059\u8077\u4eba\u3001GPU\u306f\u305f\u304f\u3055\u3093\u306e\u4eba\u304c\u5354\u529b\u3057\u3066\u540c\u3058\u4f5c\u696d\u3092\u3053\u306a\u3059\u5de5\u5834\u306e\u3088\u3046\u306a\u30a4\u30e1\u30fc\u30b8\u3067\u3057\u3087\u3046\u304b\u3002AI\u306e\u5b66\u7fd2\u306b\u306f\u3001\u3053\u306e\u300c\u5de5\u5834\u300d\u306e\u529b\u304c\u6b20\u304b\u305b\u306a\u3044\u306e\u3067\u3059\u3002<\/p>\n<h2>\u4e3b\u8981GPU\u30e2\u30c7\u30eb\u306e\u7d39\u4ecb\uff1aH100, A100, V100, L4, A4000<\/h2>\n<p>GPU\u3068\u4e00\u53e3\u306b\u8a00\u3063\u3066\u3082\u3001\u69d8\u3005\u306a\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u4eca\u56de\u6bd4\u8f03\u5bfe\u8c61\u3068\u306a\u308b\u4e3b\u8981\u306aGPU\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>NVIDIA H100 Tensor \u30b3\u30a2 GPU:<\/strong> \u73fe\u5728\u3001AI\u5b66\u7fd2\u306b\u304a\u3044\u3066\u6700\u9ad8\u5cf0\u306e\u6027\u80fd\u3092\u8a87\u308bGPU\u306e\u4e00\u3064\u3067\u3059\u3002\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306a\u3069\u3001\u6700\u5148\u7aef\u306e\u7814\u7a76\u958b\u767a\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u3002\u975e\u5e38\u306b\u9ad8\u4fa1\u3067\u3059\u304c\u3001\u305d\u306e\u6027\u80fd\u306f\u5727\u5012\u7684\u3067\u3059\u3002<\/li>\n<li><strong>NVIDIA A100 Tensor \u30b3\u30a2 GPU:<\/strong> H100\u304c\u767b\u5834\u3059\u308b\u307e\u3067\u3001AI\u5b66\u7fd2\u306e\u30d5\u30e9\u30c3\u30b0\u30b7\u30c3\u30d7\u3068\u3057\u3066\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002H100\u306b\u306f\u53ca\u3073\u307e\u305b\u3093\u304c\u3001\u975e\u5e38\u306b\u9ad8\u3044\u6027\u80fd\u3092\u6301\u3061\u3001\u591a\u304f\u306eAI\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u6d3b\u8e8d\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>NVIDIA V100 Tensor \u30b3\u30a2 GPU:<\/strong> A100\u306e\u524d\u306e\u4e16\u4ee3\u306e\u30d5\u30e9\u30c3\u30b0\u30b7\u30c3\u30d7GPU\u3067\u3059\u3002\u73fe\u5728\u3067\u3082\u5341\u5206\u306a\u6027\u80fd\u3092\u6301\u3061\u3001\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u89b3\u70b9\u304b\u3089\u9078\u629e\u3055\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/li>\n<li><strong>NVIDIA L4 Tensor \u30b3\u30a2 GPU:<\/strong> \u63a8\u8ad6\u51e6\u7406\u306b\u7279\u5316\u3057\u305fGPU\u3067\u3059\u3002\u5b66\u7fd2\u6e08\u307f\u306eAI\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u4e88\u6e2c\u3084\u5224\u65ad\u3092\u884c\u3046\u969b\u306b\u9ad8\u3044\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3059\u3002\u5b66\u7fd2\u7528\u9014\u306b\u3082\u4f7f\u3048\u307e\u3059\u304c\u3001\u63a8\u8ad6\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>NVIDIA RTX A4000:<\/strong> \u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u5411\u3051\u306e\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u30ab\u30fc\u30c9\u3067\u3059\u304c\u3001AI\u958b\u767a\u306b\u3082\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u7279\u306b\u3001\u6bd4\u8f03\u7684\u5c0f\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3084\u3001PoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u306a\u3069\u306e\u691c\u8a3c\u7528\u9014\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u3053\u308c\u3089\u306eGPU\u306f\u3001\u305d\u308c\u305e\u308c\u5f97\u610f\u306a\u51e6\u7406\u3084\u6027\u80fd\u304c\u7570\u306a\u308a\u307e\u3059\u3002\u81ea\u5206\u306e\u76ee\u7684\u306b\u5408\u3063\u305fGPU\u3092\u9078\u3076\u3053\u3068\u304c\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u826f\u3044AI\u958b\u767a\u306e\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2>\u6599\u91d1\u6bd4\u8f03\uff1aConoHa VPS vs WebARENA IndigoGPU vs Google Colaboratory<\/h2>\n<p>\u3055\u3066\u3001\u672c\u984c\u306e\u6599\u91d1\u6bd4\u8f03\u3067\u3059\u3002\u4eca\u56de\u306f\u3001\u56fd\u5185\u306e\u4e3b\u8981\u306aVPS\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308bConoHa VPS\u3068WebARENA IndigoGPU\u3001\u305d\u3057\u3066\u624b\u8efd\u306b\u5229\u7528\u3067\u304d\u308bGoogle Colaboratory (Pay As You Go) \u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n<h3>GPU\u5229\u7528\u6599\u91d1\u6bd4\u8f03\u8868 (H100, A100, V100, L4, A4000)<\/h3>\n<table>\n<thead>\n<tr>\n<th>\u30b5\u30fc\u30d3\u30b9\u540d<\/th>\n<th>GPU<\/th>\n<th>\u6642\u9593\u6599\u91d1\uff08\u76ee\u5b89\uff09<\/th>\n<th>\u6708\u984d\u6599\u91d1\uff08\u76ee\u5b89\uff09<\/th>\n<th>\u5099\u8003<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>ConoHa VPS<\/strong><\/td>\n<td>L4<\/td>\n<td>169\u5186\/\u6642<\/td>\n<td>99,220\u5186\/\u6708<\/td>\n<td>\u56fd\u5185VPS\u3002\u521d\u671f\u8cbb\u7528\u7121\u6599\u3002\u63a8\u8ad6\u51e6\u7406\u5411\u3051\u3002<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>V100<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>A100<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>H100<\/td>\n<td>1,398\u5186\/\u6642<\/td>\n<td>582,010\u5186\/\u6708<\/td>\n<td>\u56fd\u5185VPS\u3002\u521d\u671f\u8cbb\u7528\u7121\u6599\u3002\u5927\u898f\u6a21\u5b66\u7fd2\u5411\u3051\u3002<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>A4000<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td><strong>WebARENA IndigoGPU<\/strong><\/td>\n<td>L4<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>V100<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>A100<\/td>\n<td>361\u5186\/\u6642<\/td>\n<td>223,133\u5186\/\u6708<\/td>\n<td>\u56fd\u5185VPS\u3002GPU\u30e1\u30e2\u30ea40GB\u7248\u3002\u56fd\u5185\u6700\u5b89\u5024\u8b33\u3046\u30021\u5e74\/2\u5e74\u5951\u7d04\u5272\u5f15\u3042\u308a\u3002\u30ab\u30b9\u30bf\u30e0\/\u30e9\u30a4\u30d6\u30e9\u30ea\u5c0e\u5165\u6e08\u9078\u629e\u53ef\u3002<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>H100<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>A4000<\/td>\n<td>47\u5186\/\u6642<\/td>\n<td>31,000\u5186\/\u6708<\/td>\n<td>\u56fd\u5185VPS\u3002GPU\u30e1\u30e2\u30ea16GB\u7248\u3002PoC\u3084\u691c\u8a3c\u5411\u3051\u30021\u5e74\/2\u5e74\u5951\u7d04\u5272\u5f15\u3042\u308a\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>Google Colaboratory (Pay As You Go)<\/strong><\/td>\n<td>L4<\/td>\n<td>\u7d04 56.83\u5186\/\u6642<\/td>\n<td>&#8211; (\u30e6\u30cb\u30c3\u30c8\u8cfc\u5165\u5236)<\/td>\n<td>4.82\u30e6\u30cb\u30c3\u30c8\/\u6642\u6d88\u8cbb\uff08\u76ee\u5b89\uff09\u3002\u30e6\u30cb\u30c3\u30c8\u6599\u91d1: 100\u30e6\u30cb\u30c3\u30c8\/1,179\u5186\u3002<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>V100<\/td>\n<td>\u7d04 57.89\u5186\/\u6642<\/td>\n<td>&#8211; (\u30e6\u30cb\u30c3\u30c8\u8cfc\u5165\u5236)<\/td>\n<td>4.91\u30e6\u30cb\u30c3\u30c8\/\u6642\u6d88\u8cbb\uff08\u76ee\u5b89\uff09\u3002\u30e6\u30cb\u30c3\u30c8\u6599\u91d1: 100\u30e6\u30cb\u30c3\u30c8\/1,179\u5186\u3002<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>A100<\/td>\n<td>\u7d04 138.77\u5186\/\u6642<\/td>\n<td>&#8211; (\u30e6\u30cb\u30c3\u30c8\u8cfc\u5165\u5236)<\/td>\n<td>11.77\u30e6\u30cb\u30c3\u30c8\/\u6642\u6d88\u8cbb\uff08\u76ee\u5b89\uff09\u3002\u30e6\u30cb\u30c3\u30c8\u6599\u91d1: 100\u30e6\u30cb\u30c3\u30c8\/1,179\u5186\u3002<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>H100<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<tr>\n<td><\/td>\n<td>A4000<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>\u63d0\u4f9b\u306a\u3057<\/td>\n<td>&#8211;<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u203b\u4e0a\u8a18\u306e\u6599\u91d1\u306f\u76ee\u5b89\u3067\u3042\u308a\u3001\u70ba\u66ff\u30ec\u30fc\u30c8\u3084\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306a\u3069\u306b\u3088\u308a\u5909\u52d5\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u6700\u65b0\u306e\u60c5\u5831\u306f\u5404\u30b5\u30fc\u30d3\u30b9\u306e\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3>\u6599\u91d1\u6bd4\u8f03\u304b\u3089\u898b\u3048\u3066\u304f\u308b\u3053\u3068<\/h3>\n<p>\u3053\u306e\u8868\u3092\u898b\u308b\u3068\u3001\u3044\u304f\u3064\u304b\u306e\u8208\u5473\u6df1\u3044\u70b9\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>Google Colaboratory\u306e\u5727\u5012\u7684\u306a\u624b\u8efd\u3055:<\/strong> L4, V100, A100\u3068\u3044\u3063\u305f\u9ad8\u6027\u80fdGPU\u3092\u3001\u6642\u9593\u3042\u305f\u308a\u306e\u6599\u91d1\u3067\u6bd4\u8f03\u3059\u308b\u3068\u3001Google Colaboratory\u304c\u975e\u5e38\u306b\u5b89\u4fa1\u3067\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u7279\u306b\u3001\u77ed\u6642\u9593\u3060\u3051GPU\u3092\u4f7f\u3044\u305f\u3044\u3001\u3061\u3087\u3063\u3068\u3057\u305f\u5b9f\u9a13\u3092\u3057\u305f\u3044\u3068\u3044\u3046\u5834\u5408\u306b\u306f\u3001\u30e6\u30cb\u30c3\u30c8\u8cfc\u5165\u5236\u306eColaboratory\u304c\u975e\u5e38\u306b\u9b45\u529b\u7684\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u9577\u6642\u9593\u306e\u9023\u7d9a\u5229\u7528\u306b\u306f\u5411\u304b\u306a\u3044\u5834\u5408\u3084\u3001\u5229\u7528\u3067\u304d\u308bGPU\u306b\u5236\u9650\u304c\u3042\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/li>\n<li><strong>WebARENA IndigoGPU\u306e\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9:<\/strong> WebARENA IndigoGPU\u306f\u3001A100\u3084A4000\u3068\u3044\u3063\u305fGPU\u3092\u56fd\u5185VPS\u3068\u3057\u3066\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u7279\u306bA4000\u306f\u6708\u984d31,000\u5186\u304b\u3089\u3068\u3001\u6bd4\u8f03\u7684\u5b89\u4fa1\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002PoC\u3084\u691c\u8a3c\u7528\u9014\u3067\u3042\u308c\u3070\u3001\u5341\u5206\u306a\u6027\u80fd\u3068\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b\u3067\u3057\u3087\u3046\u3002A100\u3082\u56fd\u5185\u6700\u5b89\u5024\u3092\u8b33\u3063\u3066\u304a\u308a\u3001\u9577\u671f\u5951\u7d04\u5272\u5f15\u3082\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u307e\u3068\u307e\u3063\u305f\u671f\u9593\u5229\u7528\u3059\u308b\u5834\u5408\u306b\u306f\u6709\u529b\u306a\u9078\u629e\u80a2\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n<li><strong>ConoHa VPS\u306e\u9ad8\u6027\u80fdGPU:<\/strong> ConoHa VPS\u306f\u3001L4\u3084H100\u3068\u3044\u3063\u305f\u6700\u65b0\u30fb\u9ad8\u6027\u80fd\u306aGPU\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u306bH100\u306f\u3001\u5927\u898f\u6a21\u306aAI\u5b66\u7fd2\u306b\u306f\u6b20\u304b\u305b\u306a\u3044\u5b58\u5728\u3067\u3059\u304c\u3001\u305d\u306e\u5206\u6599\u91d1\u3082\u9ad8\u984d\u306b\u306a\u308a\u307e\u3059\u3002\u521d\u671f\u8cbb\u7528\u7121\u6599\u3068\u3044\u3046\u70b9\u306f\u9b45\u529b\u7684\u3067\u3059\u304c\u3001\u5229\u7528\u76ee\u7684\u3068\u4e88\u7b97\u3092\u3057\u3063\u304b\u308a\u3068\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u3053\u306e\u3088\u3046\u306b\u3001\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u304c\u6700\u9069\u304b\u306f\u3001\u5229\u7528\u3057\u305f\u3044GPU\u306e\u7a2e\u985e\u3001\u5229\u7528\u6642\u9593\u3001\u4e88\u7b97\u3001\u305d\u3057\u3066\u5229\u7528\u76ee\u7684\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2>GPU\u30b9\u30da\u30c3\u30af\u6bd4\u8f03\uff1a\u6027\u80fd\u3068\u7528\u9014<\/h2>\n<p>\u6599\u91d1\u3060\u3051\u3067\u306a\u304f\u3001GPU\u306e\u30b9\u30da\u30c3\u30af\u3082\u91cd\u8981\u306a\u9078\u629e\u57fa\u6e96\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u305d\u308c\u305e\u308c\u306eGPU\u306e\u4e3b\u306a\u30b9\u30da\u30c3\u30af\u3068\u3001\u3069\u306e\u3088\u3046\u306a\u7528\u9014\u306b\u9069\u3057\u3066\u3044\u308b\u304b\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>\u4e3b\u8981GPU\u30b9\u30da\u30c3\u30af\u6bd4\u8f03 (H100, A100, V100, L4, A4000)<\/h3>\n<table>\n<thead>\n<tr>\n<th>GPU<\/th>\n<th>GPU\u30e1\u30e2\u30ea<\/th>\n<th>Tensor\u30b3\u30a2<\/th>\n<th>\u7528\u9014<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>H100<\/td>\n<td>80GB (HBM3)<\/td>\n<td>\u7b2c4\u4e16\u4ee3<\/td>\n<td>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u5b66\u7fd2\u3001\u6700\u5148\u7aefAI\u7814\u7a76\u958b\u767a<\/td>\n<\/tr>\n<tr>\n<td>A100<\/td>\n<td>40GB \/ 80GB (HBM2e)<\/td>\n<td>\u7b2c3\u4e16\u4ee3<\/td>\n<td>\u5927\u898f\u6a21AI\u5b66\u7fd2\u3001\u9ad8\u6027\u80fd\u8a08\u7b97<\/td>\n<\/tr>\n<tr>\n<td>V100<\/td>\n<td>16GB \/ 32GB (HBM2)<\/td>\n<td>\u7b2c2\u4e16\u4ee3<\/td>\n<td>AI\u5b66\u7fd2\u3001\u9ad8\u6027\u80fd\u8a08\u7b97<\/td>\n<\/tr>\n<tr>\n<td>L4<\/td>\n<td>24GB (GDDR6)<\/td>\n<td>\u7b2c4\u4e16\u4ee3<\/td>\n<td>AI\u63a8\u8ad6\u3001\u753b\u50cf\u51e6\u7406\u3001\u30e1\u30c7\u30a3\u30a2\u51e6\u7406<\/td>\n<\/tr>\n<tr>\n<td>A4000<\/td>\n<td>16GB (GDDR6)<\/td>\n<td>\u7b2c3\u4e16\u4ee3<\/td>\n<td>\u5c0f\u898f\u6a21AI\u5b66\u7fd2\u3001PoC\u3001\u691c\u8a3c\u3001\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u203b\u4e0a\u8a18\u306e\u30b9\u30da\u30c3\u30af\u306f\u4ee3\u8868\u7684\u306a\u3082\u306e\u3067\u3042\u308a\u3001\u8a73\u7d30\u306a\u4ed5\u69d8\u306fNVIDIA\u306e\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u3054\u78ba\u8a8d\u304f\u3060\u3055\u3044\u3002<\/p>\n<h3>\u30b9\u30da\u30c3\u30af\u304b\u3089\u898b\u308bGPU\u306e\u9078\u3073\u65b9<\/h3>\n<ul>\n<li><strong>\u5927\u898f\u6a21\u306aAI\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3057\u305f\u3044:<\/strong> H100\u3084A100\u306e\u3088\u3046\u306a\u3001GPU\u30e1\u30e2\u30ea\u5bb9\u91cf\u304c\u5927\u304d\u304f\u3001Tensor\u30b3\u30a2\u306e\u4e16\u4ee3\u304c\u65b0\u3057\u3044GPU\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001Transformer\u30e2\u30c7\u30eb\u306e\u3088\u3046\u306a\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3092\u6271\u3046\u5834\u5408\u306f\u3001GPU\u30e1\u30e2\u30ea\u5bb9\u91cf\u304c\u975e\u5e38\u306b\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<li><strong>AI\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u3092\u884c\u3044\u305f\u3044:<\/strong> L4\u306e\u3088\u3046\u306a\u3001\u63a8\u8ad6\u306b\u6700\u9069\u5316\u3055\u308c\u305fGPU\u304c\u30b3\u30b9\u30c8\u52b9\u7387\u304c\u826f\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li><strong>PoC\u3084\u5c0f\u898f\u6a21\u306a\u5b9f\u9a13\u3092\u3057\u305f\u3044:<\/strong> A4000\u3084\u3001\u6bd4\u8f03\u7684\u5b89\u4fa1\u306aV100\u306a\u3069\u304c\u9078\u629e\u80a2\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u624b\u8efd\u306b\u59cb\u3081\u3066\u307f\u305f\u3044\u3068\u3044\u3046\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>\u4e88\u7b97\u3092\u6291\u3048\u305f\u3044:<\/strong> Google Colaboratory\u306ePay As You Go\u30d7\u30e9\u30f3\u3084\u3001WebARENA 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