{"id":8565,"date":"2024-12-26T17:24:48","date_gmt":"2024-12-26T09:24:48","guid":{"rendered":"https:\/\/ai-stack.ai\/how-to-increase-gpu-utilization"},"modified":"2024-12-30T18:08:05","modified_gmt":"2024-12-30T10:08:05","slug":"how-to-increase-gpu-utilization","status":"publish","type":"post","link":"https:\/\/ai-stack.ai\/ja\/how-to-increase-gpu-utilization","title":{"rendered":"\u4f01\u696d\u304cAI\u3092\u5c0e\u5165\u3059\u308b\u969b\u3001GPU\u5229\u7528\u7387\u3092\u6700\u5927\u5316\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"\n

AI\u6280\u8853\u306e\u666e\u53ca\u304c\u9032\u3080\u4e2d\u3001\u591a\u304f\u306e\u4f01\u696d\u304cGPU\u8a08\u7b97\u8cc7\u6e90\u306e\u5229\u7528\u52b9\u7387\u5316\u306b\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002\u7279\u306bAI\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u63a8\u8ad6\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u5927\u91cf\u306e\u8a08\u7b97\u51e6\u7406\u304c\u5fc5\u8981\u3068\u306a\u308a\u3001GPU\u8a08\u7b97\u8cc7\u6e90\u306e\u9700\u8981\u304c\u6025\u5897\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u591a\u304f\u306e\u4f01\u696d\u304cGPU\u8a08\u7b97\u8cc7\u6e90\u3092\u5341\u5206\u306b\u6d3b\u7528\u3067\u304d\u3066\u304a\u3089\u305a\u3001\u30b3\u30b9\u30c8\u306e\u5897\u52a0\u3084\u8cc7\u6e90\u306e\u6d6a\u8cbb\u3068\u3044\u3063\u305f\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3001\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u63a8\u9032\u3059\u308bINFINITIX\u306eAI-Stack\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u30013\u3064\u306e\u30b3\u30a2\u6280\u8853\u306b\u3088\u308a\u3001\u4f01\u696d\u304cGPU\u306e\u4f7f\u7528\u7387\u3092\u6700\u5927\u5316\u3057\u3001GPU\u306e\u8a08\u7b97\u80fd\u529b\u3092\u67d4\u8edf\u304b\u3064\u52b9\u7387\u7684\u306b\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u672c\u8a18\u4e8b\u3067\u306f\u3001AI-Stack\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e3\u3064\u306e\u30b3\u30a2\u6280\u8853\u3067\u3042\u308bGPU\u5206\u5272\u6280\u8853\u3001\u8907\u6570GPU\u306e\u96c6\u7d04\u6280\u8853\u3001\u30af\u30ed\u30b9\u30ce\u30fc\u30c9\u8a08\u7b97\u6280\u8853\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3001\u4f01\u696d\u304c\u3044\u304b\u306bGPU\u8a08\u7b97\u8cc7\u6e90\u3092\u3088\u308a\u67d4\u8edf\u304b\u3064\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3057\u3001GPU\u306e\u4f7f\u7528\u7387\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u304b\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

AI-Stack\u306e3\u3064\u306eGPU\u8a08\u7b97\u8cc7\u6e90\u7ba1\u7406\u30b3\u30a2\u6280\u8853<\/h2>\n\n\n\n
    \n
  1. GPU\u5206\u5272\u6280\u8853\uff08GPU partitioning\uff09<\/strong><\/strong><\/strong>\n
      \n
    • \u6280\u8853\u6982\u8981\uff1a<\/strong>GPU\u5206\u5272\u6280\u8853\u306f\u30011\u679a\u306eGPU\u3092\u8907\u6570\u306e\u4eee\u60f3\u30d6\u30ed\u30c3\u30af\u306b\u5206\u5272\u3057\u3001\u7570\u306a\u308b\u30b5\u30a4\u30ba\u306e\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u3053\u306e\u7cbe\u5bc6\u306a\u5206\u5272\u3068\u5272\u308a\u5f53\u3066\u306b\u3088\u308a\u30011\u3064\u306eGPU\u3067\u8907\u6570\u306e\u5c0f\u898f\u6a21\u306a\u30bf\u30b9\u30af\u3092\u540c\u6642\u306b\u51e6\u7406\u3067\u304d\u3001\u8a08\u7b97\u8cc7\u6e90\u306e\u5229\u7528\u52b9\u7387\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n
    • \u52b9\u7387\u5411\u4e0a\uff1a<\/strong>\u3053\u306e\u6280\u8853\u306b\u3088\u308a\u3001GPU\u306e\u4f7f\u7528\u7387\u309290%\u4ee5\u4e0a\u306b\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u8a08\u7b97\u8cc7\u6e90\u306e\u7121\u99c4\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002\u4f01\u696d\u306f\u3001\u5c0f\u898f\u6a21\u306a\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u8ffd\u52a0\u306eGPU\u3092\u8cfc\u5165\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308b\u305f\u3081\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
    • \u9069\u7528\u30b7\u30fc\u30f3:<\/strong> \u3053\u306e\u6280\u8853\u306f\u3001\u8907\u6570\u306e\u30bf\u30b9\u30af\u3092\u4e26\u884c\u3057\u3066\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u4f01\u696d\u3001\u7279\u306b\u5c0f\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u591a\u6570\u884c\u3046\u5834\u5408\u306b\u52b9\u679c\u7684\u3067\u3059\u3002GPU\u8a08\u7b97\u8cc7\u6e90\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u3053\u308c\u306f\u6295\u8cc7\u52b9\u679c\u306e\u9ad8\u3044\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n
      \"GPU\u55ae\u7247\u5207\u5272\u6280\u8853(GPU<\/figure>\n\n\n\n

      <\/p>\n\n\n\n

        \n
      1. GPU\u96c6\u7d04\u6280\u8853\uff08GPU aggregation\uff09<\/strong><\/strong><\/strong>\n
          \n
        • \u6280\u8853\u6982\u8981:<\/strong> \u5358\u4e00GPU\u306e\u5206\u5272\u6280\u8853\u3068\u306f\u7570\u306a\u308a\u3001GPU\u96c6\u7d04\u6280\u8853\u306f\u3001\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u3001\u8907\u6570\u306eGPU\u306e\u8a08\u7b97\u8cc7\u6e90\u3092\u96c6\u7d04\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/li>\n\n\n\n
        • \u52b9\u7387\u5411\u4e0a:<\/strong> \u8907\u6570GPU\u306e\u96c6\u7d04\u6280\u8853\u306f\u3001\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u901f\u5ea6\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u3001\u5927\u898f\u6a21\u306aAI\/ML\u30e2\u30c7\u30eb\u306e\u958b\u767a\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u3088\u308a\u77ed\u3044\u6642\u9593\u3067\u65b0\u3057\u3044\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u5e02\u5834\u306b\u6295\u5165\u3057\u3001\u7af6\u4e89\u529b\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
        • \u9069\u7528\u30b7\u30fc\u30f3:<\/strong> \u3053\u306e\u6280\u8853\u306f\u3001\u8d85\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3084\u8907\u96d1\u306a\u8a08\u7b97\u3092\u4f34\u3046\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7279\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u5927\u91cf\u306e\u8a08\u7b97\u8cc7\u6e90\u304c\u5fc5\u8981\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u3001GPU\u96c6\u7d04\u6280\u8853\u306f\u8a08\u7b97\u6027\u80fd\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u3001\u4f01\u696d\u306e\u9ad8\u5ea6\u306a\u30cb\u30fc\u30ba\u306b\u5fdc\u3048\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n
          \"GPU\u591a\u7247\u805a\u5408\u6280\u8853(GPU<\/figure>\n\n\n\n

          <\/p>\n\n\n\n

            \n
          1. \u30af\u30ed\u30b9\u30ce\u30fc\u30c9\u8a08\u7b97\u6280\u8853\uff08Cross-node Computing\uff09<\/strong><\/strong><\/strong>\n
              \n
            • \u6280\u8853\u6982\u8981:<\/strong> AI-Stack\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30bf\u30b9\u30af\u3092\u8907\u6570\u306e\u30ce\u30fc\u30c9\u306b\u5206\u6563\u3057\u3001\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6280\u8853\u3092\u5229\u7528\u3057\u3066\u8907\u6570\u306e\u30b3\u30f3\u30c6\u30ca\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b0\u30eb\u30fc\u30d7\u306b\u7de8\u6210\u3057\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4e26\u5217\u306b\u5206\u6563\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6642\u9593\u3092\u52b9\u679c\u7684\u306b\u77ed\u7e2e\u3057\u3001\u8a08\u7b97\u52b9\u7387\u3068\u8a08\u7b97\u8cc7\u6e90\u306e\u5229\u7528\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n
            • \u52b9\u7387\u5411\u4e0a:<\/strong> \u30af\u30ed\u30b9\u30ce\u30fc\u30c9\u8a08\u7b97\u6280\u8853\u306f\u3001\u5358\u4e00\u306e\u30ce\u30fc\u30c9\u306e\u8ca0\u8377\u3092\u8efd\u6e1b\u3057\u3001\u8a08\u7b97\u8cc7\u6e90\u306e\u5229\u7528\u7387\u3092\u52b9\u679c\u7684\u306b\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u4f01\u696d\u306f\u3053\u306e\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u8a08\u7b97\u8ca0\u8377\u7ba1\u7406\u3092\u5b9f\u73fe\u3057\u3001\u3059\u3079\u3066\u306eGPU\u8cc7\u6e90\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
            • \u9069\u7528\u30b7\u30fc\u30f3:<\/strong> \u3053\u306e\u6280\u8853\u306f\u3001\u5927\u898f\u6a21\u306a\u8a08\u7b97\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u4f8b\u3048\u3070\u6df1\u5c64\u5b66\u7fd2\u306b\u304a\u3051\u308b\u5206\u6563\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u9ad8\u6027\u80fd\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\uff08HPC\uff09\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u7279\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u30af\u30ed\u30b9\u30ce\u30fc\u30c9\u8a08\u7b97\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u62e1\u5f35\u6027\u3068\u67d4\u8edf\u6027\u3092\u5411\u4e0a\u3055\u305b\u3001\u5927\u898f\u6a21\u306aAI\u5c0e\u5165\u306e\u7406\u60f3\u7684\u306a\u9078\u629e\u80a2\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n
              \"\"<\/figure>\n\n\n\n

              <\/p>\n\n\n\n

              <\/p>\n\n\n\n

              AI-Stack\u306e\u512a\u4f4d\u6027<\/h2>\n\n\n\n

              AI-Stack\u306f\u3001\u4e0a\u8ff0\u306e3\u3064\u306e\u6280\u8853\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306b\u5bfe\u3057\u3066\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

                \n
              1. \u9ad8\u3044\u67d4\u8edf\u6027\uff1a<\/strong> \u65e2\u5b58\u306eGPU\u8a08\u7b97\u8cc7\u6e90\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3057\u3001\u4f01\u696d\u306e\u591a\u69d8\u306a\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
              2. \u30b3\u30b9\u30c8\u524a\u6e1b\uff1a<\/strong> \u52b9\u7387\u7684\u306a\u8a08\u7b97\u8cc7\u6e90\u7ba1\u7406\u306b\u3088\u308a\u3001\u4e0d\u8981\u306a\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u6295\u8cc7\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
              3. \u76f4\u611f\u7684\u306a\u64cd\u4f5c\u6027\uff1a<\/strong> \u4f7f\u3044\u3084\u3059\u3044\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3068\u8a73\u7d30\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u6a5f\u80fd\u306b\u3088\u308a\u3001\u4f01\u696d\u306fGPU\u8a08\u7b97\u8cc7\u6e90\u306e\u5229\u7528\u72b6\u6cc1\u3092\u7c21\u5358\u306b\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
              4. \u5e45\u5e83\u3044\u9069\u5fdc\u6027\uff1a<\/strong> \u5c0f\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304b\u3089\u5927\u898f\u6a21\u5206\u6563\u8a08\u7b97\u307e\u3067\u3001\u3042\u3089\u3086\u308b\u898f\u6a21\u306eAI\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5bfe\u5fdc\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

                \u307e\u3068\u3081<\/h2>\n\n\n\n

                AI\u6280\u8853\u306e\u9032\u5316\u3068\u3068\u3082\u306b\u3001GPU\u8a08\u7b97\u8cc7\u6e90\u306e\u9700\u8981\u306f\u307e\u3059\u307e\u3059\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002INFINITIX\u306eAI-Stack\u306f\u3001GPU\u5206\u5272\u3001\u96c6\u5408\u3001\u30af\u30ed\u30b9\u30ce\u30fc\u30c9\u8a08\u7b97\u3068\u3044\u30463\u3064\u306e\u9769\u65b0\u7684\u6280\u8853\u3092\u901a\u3058\u3066\u3001\u4f01\u696d\u304c\u9650\u3089\u308c\u305f\u8cc7\u6e90\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3057\u3001AI\u7af6\u4e89\u3067\u512a\u4f4d\u6027\u3092\u4fdd\u3064\u305f\u3081\u306e\u5f37\u529b\u306a\u652f\u63f4\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u52b9\u7387\u7684\u304b\u3064\u67d4\u8edf\u306aGPU\u8cc7\u6e90\u7ba1\u7406\u3092\u5b9f\u73fe\u3059\u308bAI-Stack\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306fAI\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u3001\u672a\u6765\u306e\u7af6\u4e89\u529b\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

                AI\u6280\u8853\u306e\u666e\u53ca\u304c\u9032\u3080\u4e2d\u3001\u591a\u304f\u306e\u4f01\u696d\u304cGPU\u8a08\u7b97\u8cc7\u6e90\u306e\u5229\u7528\u52b9\u7387\u5316\u306b\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8ab2\u984c\u306b\u5bfe\u3057\u3066\u3001\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u63a8\u9032\u3059\u308bINFINITIX\u306eAI-Stack\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u30013\u3064\u306e\u30b3\u30a2\u6280\u8853\u306b\u3088\u308a\u3001\u4f01\u696d\u304cGPU\u306e\u4f7f\u7528\u7387\u3092\u6700\u5927\u5316\u3057\u3001GPU\u306e\u8a08\u7b97\u80fd\u529b\u3092\u67d4\u8edf\u304b\u3064\u52b9\u7387\u7684\u306b\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":253372381,"featured_media":8568,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[96987672,96987620],"tags":[96987823,96987801,96987783,96987693,96987690],"class_list":{"0":"post-8565","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","6":"hentry","7":"category-ai-focus","8":"category-featured-articles","9":"tag-gpu-ja","10":"tag-gpu","12":"tag-ai-stack","13":"tag-ai-ja"},"blocksy_meta":[],"acf":[],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/ai-stack.ai\/wp-content\/uploads\/2024\/12\/2024.12.26-blog-cover-JPF.png?fit=1920%2C1080&quality=100&ct=202603031250&ssl=1","jetpack_shortlink":"https:\/\/wp.me\/ph344V-2e9","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts\/8565","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/users\/253372381"}],"replies":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/comments?post=8565"}],"version-history":[{"count":0,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/posts\/8565\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/media\/8568"}],"wp:attachment":[{"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/media?parent=8565"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/categories?post=8565"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ai-stack.ai\/ja\/wp-json\/wp\/v2\/tags?post=8565"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}