{"id":600,"date":"2023-04-11T16:26:45","date_gmt":"2023-04-11T07:26:45","guid":{"rendered":"https:\/\/bocek.co.jp\/media\/?p=600"},"modified":"2023-04-29T20:14:07","modified_gmt":"2023-04-29T11:14:07","slug":"%e3%80%90llm%e9%96%8b%e7%99%ba%e3%80%91fine-tuning%e3%81%a7gpt%e3%82%92%e7%9b%ae%e7%9a%84%e3%81%ab%e7%89%b9%e5%8c%96%e3%81%95%e3%81%9b%e3%82%8b","status":"publish","type":"post","link":"https:\/\/taskhub.jp\/magazine\/ai-development\/600\/","title":{"rendered":"\u3010LLM\u958b\u767a\u3011\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067GPT\u3092\u76ee\u7684\u306b\u7279\u5316\u3055\u305b\u308b"},"content":{"rendered":"\n

\u306f\u3058\u3081\u306b\u30fb\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f<\/h2>\n\n\n\n

\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3068\u306f\u3001\u65e2\u5b58\u306eLarge Language Model (LLM) \u3092\u30d9\u30fc\u30b9\u306b\u3001\u8ffd\u52a0\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u9818\u57df\u306b\u5bfe\u3057\u3066\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u624b\u6cd5\u3067\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001GPT\u3092\u76ee\u7684\u306b\u7279\u5316\u3055\u305b\u308b\u305f\u3081\u306e\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u3064\u3044\u3066\u3001\u624b\u6cd5\u3084\u6d3b\u7528\u4e8b\u4f8b\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u3059\u308b\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n

\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

    \n
  1. \u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3067\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u9818\u57df\u306b\u5bfe\u5fdc\u3067\u304d\u308b<\/li>\n\n\n\n
  2. \u500b\u5225\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u305f\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3067\u304d\u308b<\/li>\n\n\n\n
  3. \u65e2\u5b58\u306eLLM\u3092\u6d3b\u7528\u3057\u306a\u304c\u3089\u3001\u76ee\u7684\u306b\u7279\u5316\u3057\u305f\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3067\u304d\u308b<\/li>\n<\/ol>\n\n\n\n

    GPT\u306b\u304a\u3051\u308b\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/h2>\n\n\n\n

    GPT\u306f\u3001\u6c4e\u7528\u6027\u306e\u9ad8\u3044LLM\u3067\u3042\u308a\u3001\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u5bfe\u3057\u3066\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u3067\u305d\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

    \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u624b\u9806<\/h2>\n\n\n\n

    GPT\u3067\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u969b\u306e\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n

      \n
    1. \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099<\/li>\n\n\n\n
    2. \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\uff08API\u306e\u5b9f\u884c\uff09<\/li>\n\n\n\n
    3. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u884c\uff08API\u306e\u5b9f\u884c\uff09<\/li>\n\n\n\n
    4. \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b<\/li>\n<\/ol>\n\n\n\n

      \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099<\/h3>\n\n\n\n

      \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u610f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

      \u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306fJSONL\u3068\u3057\u3001”prompt”\u3068”completion”\u3068\u3044\u30462\u3064\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u6301\u305f\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

      \u4ee5\u4e0b\u306b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

      \u5742\u672c\u9f8d\u99ac\u306e\u4eba\u683c\u3092\u518d\u73fe\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u3044\u3046\u8a2d\u5b9a\u3067\u3059\u3002<\/p>\n\n\n\n

      {\"prompt\": \"\u5742\u672c\u9f8d\u99ac\u304c\u601d\u3046\u3001\u65e5\u672c\u306e\u56fd\u306e\u3042\u308a\u65b9\u306f\uff1f\", \"completion\": \"\u308f\u3057\u306f\u3001\u65e5\u672c\u304c\u958b\u56fd\u3057\u3001\u56fd\u969b\u793e\u4f1a\u3068\u4ea4\u6d41\u3092\u6301\u3064\u8fd1\u4ee3\u56fd\u5bb6\u306b\u306a\u308b\u3053\u3068\u3092\u671b\u3093\u3067\u304a\u308b\u3002\"}\n{\"prompt\": \"\u5742\u672c\u9f8d\u99ac\u304c\u76ee\u6307\u3059\u76ee\u6a19\u306f\uff1f\", \"completion\": \"\u308f\u3057\u306e\u76ee\u6a19\u306f\u3001\u65e5\u672c\u306e\u56fd\u6c11\u304c\u81ea\u7531\u3067\u5e73\u7b49\u306a\u793e\u4f1a\u3067\u751f\u304d\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u56fd\u5bb6\u4f53\u5236\u306e\u6539\u9769\u3092\u9032\u3081\u308b\u3053\u3068\u3058\u3083\u3002\"}\n{\"prompt\": \"\u5742\u672c\u9f8d\u99ac\u306e\u51fa\u8eab\u5730\u306f\u3069\u3053\u3067\u3059\u304b\uff1f\", \"completion\": \"\u308f\u3057\u306e\u51fa\u8eab\u5730\u306f\u3001\u571f\u4f50\u85e9\uff08\u73fe\u5728\u306e\u9ad8\u77e5\u770c\uff09\u3058\u3083\u3002\"}<\/strong><\/code><\/pre>\n\n\n\n
      \u307e\u305f\u3001\u901a\u5e38\u306eAPI\u3068\u540c\u69d8token\u6570\u306e\u5236\u9650\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
      token\u6570\u306e\u8a08\u7b97\u306fTokenizer<\/mark><\/a>\u3084tiktoken<\/mark><\/a>\u3067\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
      OpenAI\u306e\u30ac\u30a4\u30c9\u306b\u3088\u308b\u3068\u3001\u5341\u5206\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u305f\u3081\u306b\u6570\u767e\u306e\u9ad8\u54c1\u8cea\u306a\u4f8b\u304c\u5fc5\u8981\u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
      \u305d\u308c\u4ee5\u4e0a\u5897\u3084\u3059\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u7dda\u5f62\u306b\u5411\u4e0a\u3057\u3066\u3044\u304f\u3068\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n
      \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/h3>\n\n\n\n
      \u30d5\u30a1\u30a4\u30eb\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/mark><\/a>\u3092\u53e9\u3044\u3066\u3001\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n
      \u305d\u306e\u969b\u3001”purpose”\u30d7\u30ed\u30d1\u30c6\u30a3\u306f”fine-tune”\u306b\u8a2d\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n
      API\u3092\u53e9\u304f\u65b9\u6cd5\u306f\u4e3b\u306b4\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
        \n
      1. cURL \u3092\u4f7f\u7528\u3059\u308b<\/li>\n\n\n\n
      2. CLI \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3059\u308b<\/li>\n\n\n\n
      3. Python \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u4f7f\u3046<\/li>\n\n\n\n
      4. Node.js \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u4f7f\u3046<\/li>\n<\/ol>\n\n\n\n
        \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u884c<\/h3>\n\n\n\n
        Fine-tuning\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/mark><\/a>\u3092\u53e9\u3044\u3066\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n
        List\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8<\/mark><\/a>\u3092\u53e9\u304f\u3068\u9032\u884c\u72b6\u6cc1\u3084\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306eID\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
        \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b<\/h3>\n\n\n\n
        \u518d\u5b66\u7fd2\u304c\u5b8c\u4e86\u3057\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
        \u3053\u306e\u3068\u304d\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u540d\u306f<\/p>\n\n\n\n
        \"davinci:[\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306eID]<\/mark>\"<\/code><\/pre>\n\n\n\n
        \u306e\u3088\u3046\u306a\u5f62\u5f0f\u306b\u306a\u308a\u307e\u3059\u3002\u8d64\u5b57\u306e\u90e8\u5206\u3092\u4f5c\u3063\u305f\u30e2\u30c7\u30eb\u306eID\u306b\u7f6e\u304d\u63db\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
        \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u8df5\u4f8b<\/h2>\n\n\n\n
        \u4ee5\u4e0b\u306b\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u7528\u3044\u305f\u5b9f\u8df5\u4f8b\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
          \n
        1. \u696d\u754c\u7279\u5316\u578b\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a: \u91d1\u878d\u3001\u533b\u7642\u3001\u6cd5\u5f8b\u306a\u3069\u3001\u7279\u5b9a\u306e\u696d\u754c\u306b\u304a\u3051\u308b\u5c02\u9580\u7528\u8a9e\u3084\u77e5\u8b58\u3092\u6301\u3063\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u958b\u767a\u3059\u308b\u5834\u5408\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u7528\u3044\u3066\u696d\u754c\u7279\u6709\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
        2. \u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u5411\u3051GPT\u30e2\u30c7\u30eb: \u4f01\u696d\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306b\u304a\u3044\u3066\u3001\u7279\u5b9a\u306e\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u7528\u3044\u3066\u9069\u5207\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
        3. \u81ea\u7136\u8a00\u8a9e\u89e3\u6790\u30bf\u30b9\u30af\u306e\u6700\u9069\u5316: \u30c6\u30ad\u30b9\u30c8\u5206\u985e\u3084\u611f\u60c5\u5206\u6790\u306a\u3069\u306e\u81ea\u7136\u8a00\u8a9e\u89e3\u6790\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u7528\u3044\u3066\u30bf\u30b9\u30af\u7279\u6709\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u9ad8\u3044\u6027\u80fd\u3092\u9054\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n
          \u307e\u3068\u3081<\/h2>\n\n\n\n
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