{"id":3545,"date":"2025-04-30T10:17:14","date_gmt":"2025-04-30T01:17:14","guid":{"rendered":"https:\/\/wtpmj.com\/?p=3545"},"modified":"2025-04-30T10:19:39","modified_gmt":"2025-04-30T01:19:39","slug":"%e7%94%9f%e6%88%90ai%e5%88%9d%e5%bf%83%e8%80%85%e5%bf%85%e8%a6%8b%ef%bc%81google-colab%e3%81%aegpu%e9%81%b8%e3%81%b3%e3%81%a8%e6%b4%bb%e7%94%a8%e6%b3%95","status":"publish","type":"post","link":"https:\/\/wtpmj.com\/?p=3545","title":{"rendered":"\u751f\u6210AI\u521d\u5fc3\u8005\u5fc5\u898b\uff01Google Colab\u306eGPU\u9078\u3073\u3068\u6d3b\u7528\u6cd5"},"content":{"rendered":"<p><img decoding=\"async\" src=\"\/wp-content\/uploads\/downloaded_image_1745975827.jpg\"><\/p>\n<p>\u300c\u3046\u308f\u3001\u307e\u305f\u5931\u6557\u3057\u305f\u2026\u300d<\/p>\n<p>\u4f55\u5ea6\u76ee\u304b\u306e\u305f\u3081\u606f\u3092\u3064\u304d\u306a\u304c\u3089\u3001\u79c1\u306f\u753b\u9762\u306b\u8868\u793a\u3055\u308c\u305f\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u898b\u3064\u3081\u3066\u3044\u307e\u3057\u305f\u3002\u751f\u6210AI\u3067\u753b\u50cf\u3092\u751f\u6210\u3057\u3088\u3046\u3068\u3001\u610f\u6c17\u63da\u3005\u3068Google Colab\u306e\u6709\u6599\u30d7\u30e9\u30f3\u306b\u767b\u9332\u3057\u305f\u3082\u306e\u306e\u3001\u3044\u3056GPU\u3092\u9078\u307c\u3046\u3068\u3059\u308b\u3068\u3001T4\uff1f V100\uff1f L4\uff1f A100\uff1f\u2026\u307e\u308b\u3067\u546a\u6587\u306e\u3088\u3046\u306b\u4e26\u3076\u30a2\u30eb\u30d5\u30a1\u30d9\u30c3\u30c8\u3068\u6570\u5b57\u306b\u3001\u5b8c\u5168\u306b\u601d\u8003\u505c\u6b62\u3057\u3066\u3057\u307e\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u304b\u3064\u3066\u3001\u79c1\u306f\u4e8b\u696d\u3067\u5927\u304d\u306a\u5931\u6557\u3092\u7d4c\u9a13\u3057\u3001\u6570\u5343\u4e07\u5186\u306e\u8ca0\u50b5\u3092\u62b1\u3048\u3001\u81ea\u5df1\u7834\u7523\u5bf8\u524d\u307e\u3067\u8ffd\u3044\u8a70\u3081\u3089\u308c\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u6642\u3001\u3069\u3093\u5e95\u304b\u3089\u9019\u3044\u4e0a\u304c\u308b\u305f\u3081\u306b\u5fc5\u6b7b\u3067\u65b0\u3057\u3044\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u3088\u3046\u3068\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084AI\u306e\u4e16\u754c\u306b\u98db\u3073\u8fbc\u307f\u307e\u3057\u305f\u3002\u305d\u3057\u3066\u3001\u305d\u3053\u3067\u51fa\u4f1a\u3063\u305f\u306e\u304c\u3001\u307e\u3055\u306b\u3053\u306e\u751f\u6210AI\u3060\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u751f\u6210AI\u306f\u3001\u79c1\u306e\u4eba\u751f\u3092\u5927\u304d\u304f\u5909\u3048\u3066\u304f\u308c\u307e\u3057\u305f\u3002\u65b0\u3057\u3044\u4ed5\u4e8b\u306e\u6a5f\u4f1a\u3092\u4e0e\u3048\u3066\u304f\u308c\u305f\u3060\u3051\u3067\u306a\u304f\u3001\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306a\u6d3b\u52d5\u3092\u901a\u3057\u3066\u3001\u5931\u3044\u304b\u3051\u3066\u3044\u305f\u81ea\u4fe1\u3092\u53d6\u308a\u623b\u3059\u3053\u3068\u304c\u3067\u304d\u305f\u306e\u3067\u3059\u3002\u305d\u3057\u3066\u3001\u4f55\u3088\u308a\u3082\u3001\u751f\u6210AI\u3067\u751f\u307f\u51fa\u3055\u308c\u308b\u7f8e\u3057\u3044\u753b\u50cf\u3084\u6620\u50cf\u306f\u3001\u79c1\u306e\u5fc3\u3092\u7652\u3057\u3001\u518d\u3073\u524d\u3092\u5411\u304f\u529b\u3092\u4e0e\u3048\u3066\u304f\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u3060\u304b\u3089\u3053\u305d\u3001\u79c1\u306f\u3082\u3063\u3068\u751f\u6210AI\u3092\u4f7f\u3044\u3053\u306a\u3057\u305f\u3044\u3001\u3082\u3063\u3068\u9ad8\u54c1\u8cea\u306a\u4f5c\u54c1\u3092\u751f\u307f\u51fa\u3057\u305f\u3044\u3068\u5f37\u304f\u9858\u3046\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u305d\u306e\u305f\u3081\u306b\u3001Google Colab\u306e\u6709\u6599\u30d7\u30e9\u30f3\u306b\u767b\u9332\u3057\u305f\u306e\u3067\u3059\u304c\u3001\u307e\u3055\u304b\u6700\u521d\u306e\u6bb5\u968e\u3067\u3053\u3093\u306a\u306b\u3082\u3064\u307e\u3065\u304f\u3068\u306f\u601d\u3044\u3082\u3057\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/p>\n<p>GPU\u9078\u3073\u3067\u5931\u6557\u3057\u3066\u3001\u30af\u30ec\u30b8\u30c3\u30c8\u3092\u7121\u99c4\u306b\u6d88\u8cbb\u3057\u3066\u3057\u307e\u3046\u306e\u306f\u907f\u3051\u305f\u3044\u3002\u3067\u3082\u3001\u3069\u308c\u3092\u9078\u3079\u3070\u81ea\u5206\u306e\u3084\u308a\u305f\u3044\u3053\u3068\u306b\u6700\u9069\u306a\u306e\u304b\u304c\u5168\u304f\u5206\u304b\u3089\u306a\u3044\u2026\u3002\u305d\u3093\u306a\u60a9\u307f\u3092\u62b1\u3048\u3066\u3044\u308b\u306e\u306f\u3001\u304d\u3063\u3068\u79c1\u3060\u3051\u3067\u306f\u306a\u3044\u306f\u305a\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u304b\u3064\u3066GPU\u9078\u3073\u3067\u9014\u65b9\u306b\u66ae\u308c\u305f\u79c1\u304c\u3001Google Colab\u306e\u6709\u6599\u30d7\u30e9\u30f3\u3067\u5229\u7528\u3067\u304d\u308bGPU\u306b\u3064\u3044\u3066\u5fb9\u5e95\u7684\u306b\u8abf\u3079\u4e0a\u3052\u3001\u305d\u308c\u305e\u308c\u306e\u7279\u5fb4\u3084\u9078\u3073\u65b9\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u308c\u3092\u8aad\u3081\u3070\u3001\u3042\u306a\u305f\u3082\u81ea\u5206\u306b\u3074\u3063\u305f\u308a\u306eGPU\u3092\u898b\u3064\u3051\u3001\u7121\u99c4\u306a\u304f\u52b9\u7387\u7684\u306b\u751f\u6210AI\u3092\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<p>\u3055\u3042\u3001\u4e00\u7dd2\u306bGoogle Colab\u306eGPU\u306e\u8b0e\u3092\u89e3\u304d\u660e\u304b\u3057\u3001\u3042\u306a\u305f\u306e\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306a\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n<h2>Google Colab \u6709\u6599\u30d7\u30e9\u30f3\u3067\u9078\u3079\u308bGPU\u306e\u7a2e\u985e\u3068\u7279\u5fb4<\/h2>\n<p>Google Colab\u306e\u6709\u6599\u30d7\u30e9\u30f3\u3067\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u7570\u306a\u308b\u7a2e\u985e\u306eGPU\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306eGPU\u306b\u306f\u5f97\u610f\u306a\u51e6\u7406\u3084\u6d88\u8cbb\u30af\u30ec\u30b8\u30c3\u30c8\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u81ea\u5206\u306e\u76ee\u7684\u3084\u4e88\u7b97\u306b\u5408\u308f\u305b\u3066\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u305d\u308c\u305e\u308c\u306eGPU\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>CPU\uff1aGPU\u3092\u4f7f\u308f\u306a\u3044\u9078\u629e\u80a2<\/h3>\n<p>\u300c\u3048\u3001GPU\u306e\u8a71\u306a\u306e\u306bCPU\uff1f\u300d\u3068\u601d\u3046\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u5b9f\u306fGPU\u3092\u4e00\u5207\u4f7f\u308f\u306a\u3044\u3068\u3044\u3046\u9078\u629e\u80a2\u3082Google Colab\u306b\u306f\u5b58\u5728\u3057\u307e\u3059\u3002\u305d\u308c\u304c\u300cCPU\u300d\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong>\u7279\u5fb4\uff1a<\/strong> GPU\u3092\u5168\u304f\u4f7f\u7528\u3057\u306a\u3044\u305f\u3081\u3001\u30af\u30ec\u30b8\u30c3\u30c8\u3092\u4e00\u5207\u6d88\u8cbb\u3057\u307e\u305b\u3093\u3002<\/li>\n<li><strong>\u7528\u9014\uff1a<\/strong> \u30b3\u30fc\u30c9\u306e\u52d5\u4f5c\u78ba\u8a8d\u3084\u3001GPU\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044\u8efd\u5fae\u306a\u51e6\u7406\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u5b66\u7fd2\u3084\u753b\u50cf\u751f\u6210\u306a\u3069\u3001GPU\u306e\u30d1\u30ef\u30fc\u304c\u5fc5\u8981\u306a\u4f5c\u696d\u306b\u306f\u5411\u304d\u307e\u305b\u3093\u3002<\/li>\n<li><strong>\u30b9\u30da\u30c3\u30af\uff1a<\/strong> RAM 12.67GB<\/li>\n<li><strong>\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\uff1a<\/strong> 1\u6642\u9593\u3042\u305f\u308a 0 \u30af\u30ec\u30b8\u30c3\u30c8<\/li>\n<\/ul>\n<p>\u307e\u305a\u306fCPU\u3067\u30b3\u30fc\u30c9\u304c\u6b63\u3057\u304f\u52d5\u304f\u304b\u78ba\u8a8d\u3057\u3001GPU\u304c\u5fc5\u8981\u306a\u51e6\u7406\u3092\u884c\u3046\u969b\u306b\u5207\u308a\u66ff\u3048\u308b\u306e\u304c\u8ce2\u3044\u4f7f\u3044\u65b9\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3>\u30cf\u30a4\u30e1\u30e2\u30ea\uff1a\u30e1\u30e2\u30ea\u3092\u91cd\u8996\u3059\u308b\u306a\u3089<\/h3>\n<p>GPU\u306f\u4f7f\u308f\u306a\u3044\u3051\u308c\u3069\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3044\u305f\u3044\u5834\u5408\u306b\u4fbf\u5229\u306a\u306e\u304c\u300c\u30cf\u30a4\u30e1\u30e2\u30ea\u300d\u30e2\u30fc\u30c9\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong>\u7279\u5fb4\uff1a<\/strong> \u901a\u5e38\u3088\u308a\u3082\u591a\u304f\u306e\u30e1\u30e2\u30ea\uff08RAM\uff09\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002GPU\u306f\u4f7f\u7528\u3057\u307e\u305b\u3093\u3002<\/li>\n<li><strong>\u7528\u9014\uff1a<\/strong> \u5927\u91cf\u306e\u753b\u50cf\u30c7\u30fc\u30bf\u3084\u6620\u50cf\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3060\u308a\u3001\u52a0\u5de5\u3057\u305f\u308a\u3059\u308b\u5834\u5408\u306b\u6709\u52b9\u3067\u3059\u3002<\/li>\n<li><strong>\u30b9\u30da\u30c3\u30af\uff1a<\/strong> RAM 50.99GB<\/li>\n<li><strong>\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\uff1a<\/strong> 1\u6642\u9593\u3042\u305f\u308a\u7d04 0.13 \u30af\u30ec\u30b8\u30c3\u30c8<\/li>\n<\/ul>\n<p>GPU\u3092\u4f7f\u3063\u305f\u51e6\u7406\u306f\u884c\u308f\u306a\u3044\u3051\u308c\u3069\u3001\u30e1\u30e2\u30ea\u4e0d\u8db3\u3067\u56f0\u3063\u3066\u3044\u308b\u3068\u3044\u3046\u65b9\u306f\u3001\u3053\u306e\u30cf\u30a4\u30e1\u30e2\u30ea\u30e2\u30fc\u30c9\u3092\u8a66\u3057\u3066\u307f\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>T4 GPU\uff1a\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u512a\u308c\u305f\u9078\u629e\u80a2<\/h3>\n<p>\u3053\u3053\u304b\u3089\u304c\u672c\u683c\u7684\u306aGPU\u306e\u8a71\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u300cT4 GPU\u300d\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong>\u7279\u5fb4\uff1a<\/strong> V100\u3068\u6bd4\u8f03\u3059\u308b\u3068\u51e6\u7406\u901f\u5ea6\u306f\u52a3\u308a\u307e\u3059\u304c\u3001VRAM\u304c16GB\u3042\u308a\u3001\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\u91cf\u304c\u6bd4\u8f03\u7684\u5c11\u306a\u3044\u306e\u304c\u9b45\u529b\u3067\u3059\u3002<\/li>\n<li><strong>VRAM\uff1a<\/strong> 16GB<\/li>\n<li><strong>\u7528\u9014\uff1a<\/strong> \u3042\u308b\u7a0b\u5ea6\u306e\u898f\u6a21\u306e\u30e2\u30c7\u30eb\u5b66\u7fd2\u3084\u3001\u4e00\u822c\u7684\u306a\u753b\u50cf\u751f\u6210\u306a\u3069\u3001\u5e45\u5e83\u3044\u7528\u9014\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u30b3\u30b9\u30c8\u3092\u6291\u3048\u305f\u3044\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\uff1a<\/strong>\n<ul>\n<li>RAM 12.67GB\u306e\u5834\u5408\uff1a1\u6642\u9593\u3042\u305f\u308a\u7d04 1.76 \u30af\u30ec\u30b8\u30c3\u30c8<\/li>\n<li>\u30cf\u30a4\u30e1\u30e2\u30ea\uff08RAM 50.99GB\uff09\u306e\u5834\u5408\uff1a1\u6642\u9593\u3042\u305f\u308a\u7d04 1.84 \u30af\u30ec\u30b8\u30c3\u30c8<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u521d\u3081\u3066\u6709\u6599\u30d7\u30e9\u30f3\u3092\u5229\u7528\u3059\u308b\u65b9\u3084\u3001\u307e\u305a\u306f\u624b\u8efd\u306bGPU\u3092\u4f7f\u3063\u305f\u51e6\u7406\u3092\u8a66\u3057\u3066\u307f\u305f\u3044\u3068\u3044\u3046\u65b9\u306b\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<h3>V100 GPU\uff1a\u6a19\u6e96\u7684\u306a\u753b\u50cf\u751f\u6210\u306b\u6700\u9069<\/h3>\n<p>\u591a\u304f\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u3068\u3063\u3066\u3001\u6a19\u6e96\u7684\u306a\u753b\u50cf\u751f\u6210\u3067\u3042\u308c\u3070\u300cV100 GPU\u300d\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u7279\u5fb4\uff1a<\/strong> T4\u3088\u308a\u3082\u9ad8\u901f\u306a\u51e6\u7406\u304c\u53ef\u80fd\u3067\u3001VRAM\u308216GB\u3042\u308b\u305f\u3081\u3001\u591a\u304f\u306e\u753b\u50cf\u751f\u6210\u30bf\u30b9\u30af\u3092\u5feb\u9069\u306b\u884c\u3048\u307e\u3059\u3002<\/li>\n<li><strong>VRAM\uff1a<\/strong> 16GB<\/li>\n<li><strong>\u7528\u9014\uff1a<\/strong> \u901a\u5e38\u306e\u753b\u50cf\u751f\u6210\u3001\u4e2d\u898f\u6a21\u306e\u30e2\u30c7\u30eb\u5b66\u7fd2\u306a\u3069\u3001\u5e45\u5e83\u3044\u7528\u9014\u3067\u30d0\u30e9\u30f3\u30b9\u306e\u53d6\u308c\u305f\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\uff1a<\/strong>\n<ul>\n<li>RAM 12.67GB\u306e\u5834\u5408\uff1a1\u6642\u9593\u3042\u305f\u308a\u7d04 4.82 \u30af\u30ec\u30b8\u30c3\u30c8<\/li>\n<li>\u30cf\u30a4\u30e1\u30e2\u30ea\uff08RAM 50.99GB\uff09\u306e\u5834\u5408\uff1a1\u6642\u9593\u3042\u305f\u308a\u7d04 4.91 \u30af\u30ec\u30b8\u30c3\u30c8<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u8ff7\u3063\u305f\u3089\u307e\u305a\u306fV100\u3092\u9078\u3093\u3067\u307f\u308b\u306e\u3082\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3>L4 GPU\uff1a\u91cd\u3081\u306e\u753b\u50cf\u751f\u6210\u306b\u5f37\u3044<\/h3>\n<p>\u3088\u308a\u9ad8\u89e3\u50cf\u5ea6\u306a\u753b\u50cf\u751f\u6210\u3084\u3001\u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3092\u6271\u3044\u305f\u3044\u5834\u5408\u306f\u300cL4 GPU\u300d\u304c\u5019\u88dc\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u7279\u5fb4\uff1a<\/strong> VRAM\u304c24GB\u3068\u591a\u3044\u305f\u3081\u3001VRAM\u5bb9\u91cf\u3092\u591a\u304f\u5fc5\u8981\u3068\u3059\u308b\u91cd\u3081\u306e\u753b\u50cf\u751f\u6210\u30bf\u30b9\u30af\u3067\u6d3b\u8e8d\u3057\u307e\u3059\u3002<\/li>\n<li><strong>VRAM\uff1a<\/strong> 24GB<\/li>\n<li><strong>\u7528\u9014\uff1a<\/strong> \u9ad8\u89e3\u50cf\u5ea6\u306a\u753b\u50cf\u751f\u6210\u3001\u3088\u308a\u5927\u304d\u306a\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306a\u3069\u3001VRAM\u5bb9\u91cf\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306b\u306a\u308a\u3084\u3059\u3044\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<li><strong>\u30b9\u30da\u30c3\u30af\uff1a<\/strong> RAM 62.80GB<\/li>\n<li><strong>\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\uff1a<\/strong> 1\u6642\u9593\u3042\u305f\u308a\u7d04 4.82 \u30af\u30ec\u30b8\u30c3\u30c8<\/li>\n<\/ul>\n<p>V100\u3067VRAM\u4e0d\u8db3\u3092\u611f\u3058\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3089\u3001L4\u3092\u691c\u8a0e\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>A100 GPU\uff1aGoogle Colab\u6700\u5f37\u306e\u30de\u30b7\u30f3<\/h3>\n<p>Google Colab\u3067\u5229\u7528\u3067\u304d\u308bGPU\u306e\u4e2d\u3067\u3001\u6700\u3082\u30d1\u30ef\u30d5\u30eb\u306a\u306e\u304c\u300cA100 GPU\u300d\u3067\u3059\u3002<\/p>\n<ul>\n<li><strong>\u7279\u5fb4\uff1a<\/strong> VRAM\u304c\u901a\u5e3840GB\uff08\u7a00\u306b80GB\u306e\u5834\u5408\u3082\uff01\uff09\u3068\u975e\u5e38\u306b\u591a\u304f\u3001\u5727\u5012\u7684\u306a\u51e6\u7406\u80fd\u529b\u3092\u8a87\u308a\u307e\u3059\u3002<\/li>\n<li><strong>VRAM\uff1a<\/strong> \u901a\u5e38 40GB \uff08\u7a00\u306b 80GB\uff09<\/li>\n<li><strong>\u7528\u9014\uff1a<\/strong> \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u5b9f\u884c\u3001\u5927\u91cf\u306e\u753b\u50cf\u751f\u6210\u3001\u9ad8\u8ca0\u8377\u306a\u6620\u50cf\u51e6\u7406\u306a\u3069\u3001\u6700\u9ad8\u30ec\u30d9\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5fc5\u8981\u306a\u30bf\u30b9\u30af\u306b\u6700\u9069\u3067\u3059\u3002<\/li>\n<li><strong>\u30b9\u30da\u30c3\u30af\uff1a<\/strong> RAM 83.48GB<\/li>\n<li><strong>\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\uff1a<\/strong> 1\u6642\u9593\u3042\u305f\u308a\u7d04 11.77 \u30af\u30ec\u30b8\u30c3\u30c8<\/li>\n<\/ul>\n<p>\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\u91cf\u306f\u591a\u3044\u3067\u3059\u304c\u3001\u305d\u306e\u5206\u5f97\u3089\u308c\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u7d76\u5927\u3067\u3059\u3002\u6700\u5148\u7aef\u306eAI\u6280\u8853\u3092\u8a66\u3057\u305f\u3044\u3001\u3068\u306b\u304b\u304f\u9ad8\u901f\u306b\u51e6\u7406\u3092\u7d42\u308f\u3089\u305b\u305f\u3044\u3068\u3044\u3046\u5834\u5408\u306b\u9078\u3073\u307e\u3057\u3087\u3046\u3002\u7279\u306bVRAM 80GB\u306e\u30de\u30b7\u30f3\u306b\u5f53\u305f\u3063\u305f\u5834\u5408\u306f\u3001\u307e\u3055\u306b\u5927\u5f53\u305f\u308a\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<h2>\u3069\u306eGPU\u3092\u9078\u3079\u3070\u3044\u3044\u306e\uff1f\u76ee\u7684\u5225\u304a\u3059\u3059\u3081GPU<\/h2>\n<p>\u3055\u3066\u3001\u305d\u308c\u305e\u308c\u306eGPU\u306e\u7279\u5fb4\u304c\u5206\u304b\u3063\u305f\u3068\u3053\u308d\u3067\u3001\u5177\u4f53\u7684\u306b\u3069\u306e\u3088\u3046\u306a\u76ee\u7684\u3067\u3069\u306eGPU\u3092\u9078\u3079\u3070\u826f\u3044\u306e\u304b\u3092\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>\u521d\u5fc3\u8005\u306e\u65b9\u3001\u307e\u305a\u306f\u8a66\u3057\u3066\u307f\u305f\u3044\u65b9<\/h3>\n<p>\u307e\u305a\u306fGoogle Colab\u306e\u6709\u6599\u30d7\u30e9\u30f3\u306b\u6163\u308c\u305f\u3044\u3001GPU\u3092\u4f7f\u3063\u305f\u51e6\u7406\u3092\u4f53\u9a13\u3057\u3066\u307f\u305f\u3044\u3068\u3044\u3046\u65b9\u306b\u306f\u3001\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\u304c\u5c11\u306a\u3044\u300cT4 GPU\u300d\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u3042\u308b\u7a0b\u5ea6\u306e\u753b\u50cf\u751f\u6210\u3084\u8efd\u3044\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3067\u3042\u308c\u3070\u5341\u5206\u306a\u6027\u80fd\u3092\u767a\u63ee\u3057\u307e\u3059\u3002<\/p>\n<h3>\u6a19\u6e96\u7684\u306a\u753b\u50cf\u751f\u6210\u3084\u4e2d\u898f\u6a21\u306e\u5b66\u7fd2<\/h3>\n<p>\u4e00\u822c\u7684\u306a\u753b\u50cf\u751f\u6210\u3084\u3001\u305d\u3053\u307e\u3067\u5927\u898f\u6a21\u3067\u306f\u306a\u3044\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3092\u884c\u3046\u5834\u5408\u306f\u3001\u300cV100 GPU\u300d\u304c\u30d0\u30e9\u30f3\u30b9\u304c\u53d6\u308c\u3066\u304a\u308a\u3001\u591a\u304f\u306e\u30bf\u30b9\u30af\u3092\u5feb\u9069\u306b\u3053\u306a\u305b\u307e\u3059\u3002\u8ff7\u3063\u305f\u3089V100\u3092\u9078\u3093\u3067\u304a\u3051\u3070\u9593\u9055\u3044\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h3>\u9ad8\u89e3\u50cf\u5ea6\u753b\u50cf\u751f\u6210\u3084VRAM\u3092\u591a\u304f\u4f7f\u3046\u30bf\u30b9\u30af<\/h3>\n<p>\u3088\u308a\u9ad8\u89e3\u50cf\u5ea6\u306a\u753b\u50cf\u3092\u751f\u6210\u3057\u305f\u3044\u3001\u3042\u308b\u3044\u306fVRAM\u5bb9\u91cf\u304c\u4e0d\u8db3\u3057\u304c\u3061\u306a\u30e2\u30c7\u30eb\u3092\u6271\u3044\u305f\u3044\u5834\u5408\u306f\u3001VRAM\u304c24GB\u3042\u308b\u300cL4 GPU\u300d\u304c\u5f37\u529b\u306a\u5473\u65b9\u306b\u306a\u308a\u307e\u3059\u3002V100\u3067VRAM\u4e0d\u8db3\u306e\u30a8\u30e9\u30fc\u304c\u51fa\u305f\u7d4c\u9a13\u304c\u3042\u308b\u65b9\u306b\u3082\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<h3>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3084\u6700\u9ad8\u6027\u80fd\u3092\u6c42\u3081\u308b\u65b9<\/h3>\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5b9f\u884c\u3084\u3001\u3068\u306b\u304b\u304f\u6700\u9ad8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3067\u5927\u91cf\u306e\u51e6\u7406\u3092\u884c\u3044\u305f\u3044\u3068\u3044\u3046\u65b9\u306b\u306f\u3001Google Colab\u6700\u5f37\u306e\u300cA100 GPU\u300d\u4e00\u629e\u3067\u3059\u3002\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\u306f\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u305d\u306e\u5206\u5f97\u3089\u308c\u308b\u6642\u9593\u77ed\u7e2e\u3084\u51e6\u7406\u80fd\u529b\u306f\u8a08\u308a\u77e5\u308c\u307e\u305b\u3093\u3002<\/p>\n<h3>GPU\u306f\u4f7f\u308f\u306a\u3044\u304c\u30e1\u30e2\u30ea\u304c\u5fc5\u8981\u306a\u5834\u5408<\/h3>\n<p>GPU\u3092\u4f7f\u3063\u305f\u8a08\u7b97\u306f\u3057\u306a\u3044\u3051\u308c\u3069\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u30e1\u30e2\u30ea\u306b\u5c55\u958b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u300c\u30cf\u30a4\u30e1\u30e2\u30ea\u300d\u30e2\u30fc\u30c9\u3092\u5229\u7528\u3057\u307e\u3057\u3087\u3046\u3002\u753b\u50cf\u3084\u6620\u50cf\u306e\u524d\u51e6\u7406\u306a\u3069\u3067\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<h3>\u30b3\u30fc\u30c9\u306e\u52d5\u4f5c\u78ba\u8a8d\u3084\u8efd\u3044\u51e6\u7406<\/h3>\n<p>GPU\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044\u30b3\u30fc\u30c9\u306e\u52d5\u4f5c\u78ba\u8a8d\u3084\u3001\u975e\u5e38\u306b\u8efd\u3044\u51e6\u7406\u3067\u3042\u308c\u3070\u3001\u300cCPU\u300d\u3092\u9078\u629e\u3057\u307e\u3057\u3087\u3046\u3002\u30af\u30ec\u30b8\u30c3\u30c8\u3092\u4e00\u5207\u6d88\u8cbb\u3057\u306a\u3044\u305f\u3081\u3001\u7121\u99c4\u9063\u3044\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>GPU\u9078\u3073\u3067\u5931\u6557\u3057\u306a\u3044\u305f\u3081\u306e\u30dd\u30a4\u30f3\u30c8<\/h2>\n<p>GPU\u3092\u9078\u3076\u969b\u306b\u3001\u3044\u304f\u3064\u304b\u6ce8\u610f\u3057\u3066\u304a\u304d\u305f\u3044\u30dd\u30a4\u30f3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>VRAM\u5bb9\u91cf\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n<p>\u7279\u306b\u753b\u50cf\u751f\u6210\u3084\u30e2\u30c7\u30eb\u5b66\u7fd2\u306b\u304a\u3044\u3066\u306f\u3001VRAM\uff08Video RAM\uff09\u306e\u5bb9\u91cf\u304c\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002VRAM\u306fGPU\u304c\u51e6\u7406\u306b\u4f7f\u3046\u30c7\u30fc\u30bf\u3092\u4e00\u6642\u7684\u306b\u4fdd\u5b58\u3059\u308b\u5834\u6240\u3067\u3042\u308a\u3001\u3053\u306e\u5bb9\u91cf\u304c\u4e0d\u8db3\u3059\u308b\u3068\u3001\u51e6\u7406\u304c\u9045\u304f\u306a\u3063\u305f\u308a\u3001\u6700\u60aa\u306e\u5834\u5408\u306f\u30a8\u30e9\u30fc\u3067\u505c\u6b62\u3057\u3066\u3057\u307e\u3063\u305f\u308a\u3057\u307e\u3059\u3002\u81ea\u5206\u304c\u6271\u3044\u305f\u3044\u30e2\u30c7\u30eb\u3084\u751f\u6210\u3057\u305f\u3044\u753b\u50cf\u306e\u89e3\u50cf\u5ea6\u306b\u5fc5\u8981\u306aVRAM\u5bb9\u91cf\u3092\u78ba\u8a8d\u3057\u3001\u305d\u308c\u306b\u5408\u3063\u305fGPU\u3092\u9078\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\u91cf\u3092\u8003\u616e\u3059\u308b<\/h3>\n<p>Google Colab\u306e\u6709\u6599\u30d7\u30e9\u30f3\u306f\u3001GPU\u306e\u4f7f\u7528\u6642\u9593\u306b\u5fdc\u3058\u3066\u30af\u30ec\u30b8\u30c3\u30c8\u3092\u6d88\u8cbb\u3057\u307e\u3059\u3002\u9ad8\u6027\u80fd\u306aGPU\u307b\u3069\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\u91cf\u306f\u591a\u304f\u306a\u308a\u307e\u3059\u3002\u81ea\u5206\u306e\u4e88\u7b97\u3068\u76f8\u8ac7\u3057\u306a\u304c\u3089\u3001\u5fc5\u8981\u306a\u51e6\u7406\u80fd\u529b\u3068\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\u91cf\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8003\u3048\u3066GPU\u3092\u9078\u3076\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002\u307e\u305a\u306f\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\u306e\u5c11\u306a\u3044GPU\u3067\u8a66\u3057\u3066\u307f\u3066\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3088\u308a\u9ad8\u6027\u80fd\u306aGPU\u306b\u5207\u308a\u66ff\u3048\u308b\u3068\u3044\u3046\u65b9\u6cd5\u3082\u6709\u52b9\u3067\u3059\u3002<\/p>\n<h3>\u5fc5\u8981\u306aRAM\u5bb9\u91cf\u3082\u78ba\u8a8d\u3059\u308b<\/h3>\n<p>GPU\u3060\u3051\u3067\u306a\u304f\u3001RAM\uff08\u30e1\u30a4\u30f3\u30e1\u30e2\u30ea\uff09\u306e\u5bb9\u91cf\u3082\u51e6\u7406\u901f\u5ea6\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002\u7279\u306b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\u5834\u5408\u306a\u3069\u306f\u3001RAM\u5bb9\u91cf\u304c\u4e0d\u8db3\u3059\u308b\u3068\u51e6\u7406\u304c\u9045\u304f\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002Google Colab\u3067\u306f\u3001\u901a\u5e38\u306eRAM\u5bb9\u91cf\u3068\u30cf\u30a4\u30e1\u30e2\u30ea\u30e2\u30fc\u30c9\u3067\u306eRAM\u5bb9\u91cf\u304c\u7570\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30cf\u30a4\u30e1\u30e2\u30ea\u30e2\u30fc\u30c9\u3082\u691c\u8a0e\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>\u5e38\u306b\u6700\u65b0\u60c5\u5831\u3092\u30c1\u30a7\u30c3\u30af\u3059\u308b<\/h3>\n<p>Google Colab\u306e\u63d0\u4f9b\u3059\u308bGPU\u306e\u7a2e\u985e\u3084\u30b9\u30da\u30c3\u30af\u3001\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\u91cf\u306f\u3001\u4e88\u544a\u306a\u304f\u5909\u66f4\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u306e\u60c5\u5831\u306f2024\u5e744\u670819\u65e5\u73fe\u5728\u306e\u3082\u306e\u3067\u3059\u304c\u3001\u5229\u7528\u3059\u308b\u969b\u306b\u306f\u5fc5\u305aGoogle Colab\u306e\u516c\u5f0f\u60c5\u5831\u3092\u78ba\u8a8d\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2>\u307e\u3068\u3081\uff1a\u3042\u306a\u305f\u306b\u6700\u9069\u306aGPU\u3092\u898b\u3064\u3051\u3088\u3046<\/h2>\n<p>Google Colab\u306e\u6709\u6599\u30d7\u30e9\u30f3\u3067\u5229\u7528\u3067\u304d\u308bGPU\u306f\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002CPU\u3001\u30cf\u30a4\u30e1\u30e2\u30ea\u3001T4\u3001V100\u3001L4\u3001A100\u2026\u305d\u308c\u305e\u308c\u306e\u30b9\u30da\u30c3\u30af\u3084\u30af\u30ec\u30b8\u30c3\u30c8\u6d88\u8cbb\u91cf\u3092\u7406\u89e3\u3057\u3001\u81ea\u5206\u306e\u76ee\u7684\u3084\u4e88\u7b97\u306b\u5408\u3063\u305fGPU\u3092\u9078\u3076\u3053\u3068\u304c\u3001\u52b9\u7387\u7684\u306b\u751f\u6210AI\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u304b\u3064\u3066GPU\u9078\u3073\u3067\u8ff7\u5b50\u306b\u306a\u3063\u305f\u79c1\u306e\u3088\u3046\u306b\u3001\u3042\u306a\u305f\u3082\u6700\u521d\u306f\u6238\u60d1\u3046\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u305f\u60c5\u5831\u3092\u53c2\u8003\u306b\u3001\u307e\u305a\u306f\u81ea\u5206\u306e\u3084\u308a\u305f\u3044\u3053\u3068\u306b\u4e00\u756a\u8fd1\u3044GPU\u3092\u9078\u3093\u3067\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u305d\u3057\u3066\u3001\u5b9f\u969b\u306b\u4f7f\u3063\u3066\u307f\u3066\u3001\u51e6\u7406\u901f\u5ea6\u3084VRAM\u5bb9\u91cf\u304c\u8db3\u308a\u306a\u3044\u3068\u611f\u3058\u305f\u3089\u3001\u3088\u308a\u9ad8\u6027\u80fd\u306aGPU\u306b\u30b9\u30c6\u30c3\u30d7\u30a2\u30c3\u30d7\u3057\u3066\u3044\u304f\u306e\u304c\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<p>GPU\u3092\u8ce2\u304f\u9078\u3073\u3001Google Colab\u306e\u30d1\u30ef\u30fc\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u3066\u3001\u3042\u306a\u305f\u306e\u30af\u30ea\u30a8\u30a4\u30c6\u30a3\u30d6\u306a\u30a2\u30a4\u30c7\u30a2\u3092\u5f62\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u751f\u6210AI\u306e\u4e16\u754c\u306f\u3001\u3042\u306a\u305f\u306e\u60f3\u50cf\u3092\u8d85\u3048\u308b\u53ef\u80fd\u6027\u306b\u6e80\u3061\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3055\u3042\u3001\u3042\u306a\u305f\u3082\u6700\u9069\u306aGPU\u3092\u898b\u3064\u3051\u3066\u3001\u751f\u6210AI\u3067\u7d20\u6674\u3089\u3057\u3044\u4f5c\u54c1\u3092\u751f\u307f\u51fa\u3057\u307e\u3057\u3087\u3046\uff01<\/p>\n<div style=\"text-align: right\"><a href=\"https:\/\/note.com\/great_ai_jay\/n\/n25a888a3e598\">\u30bd\u30fc\u30b9<\/a><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u300c\u3046\u308f\u3001\u307e\u305f\u5931\u6557\u3057\u305f\u2026\u300d \u4f55\u5ea6\u76ee\u304b\u306e\u305f\u3081\u606f\u3092\u3064\u304d\u306a\u304c\u3089\u3001\u79c1\u306f\u753b\u9762\u306b\u8868\u793a\u3055\u308c\u305f\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u898b\u3064\u3081\u3066\u3044\u307e\u3057\u305f\u3002\u751f\u6210AI\u3067\u753b\u50cf\u3092\u751f\u6210\u3057\u3088\u3046\u3068\u3001\u610f\u6c17\u63da\u3005\u3068Google Colab\u306e\u6709\u6599\u30d7\u30e9\u30f3\u306b\u767b\u9332\u3057\u305f\u3082\u306e\u306e\u3001\u3044\u3056GPU\u3092\u9078 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[600],"tags":[1068,1069,1065,1070,1064,1062,1063,1067,1066,552],"class_list":{"0":"post-3545","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-ai","7":"tag-ai","12":"tag-google-colab","13":"tag-gpu","14":"tag-vram","15":"tag-1066"},"_links":{"self":[{"href":"https:\/\/wtpmj.com\/index.php?rest_route=\/wp\/v2\/posts\/3545","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wtpmj.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wtpmj.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wtpmj.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/wtpmj.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3545"}],"version-history":[{"count":2,"href":"https:\/\/wtpmj.com\/index.php?rest_route=\/wp\/v2\/posts\/3545\/revisions"}],"predecessor-version":[{"id":3547,"href":"https:\/\/wtpmj.com\/index.php?rest_route=\/wp\/v2\/posts\/3545\/revisions\/3547"}],"wp:attachment":[{"href":"https:\/\/wtpmj.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3545"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wtpmj.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3545"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wtpmj.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3545"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}