{"id":10478,"date":"2025-10-22T01:38:34","date_gmt":"2025-10-22T01:38:34","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=10478"},"modified":"2025-10-22T01:38:34","modified_gmt":"2025-10-22T01:38:34","slug":"gemini%e3%82%92%e4%bd%bf%e3%81%a3%e3%81%9fslack-bot%e9%96%8b%e7%99%ba%e4%bd%93%e9%a8%93-idcf-%e3%83%86%e3%83%83%e3%82%af%e3%83%96%e3%83%ad%e3%82%b0","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/10478\/","title":{"rendered":"Gemini\u3092\u4f7f\u3063\u305fSlack Bot\u958b\u767a\u4f53\u9a13 – IDCF \u30c6\u30c3\u30af\u30d6\u30ed\u30b0"},"content":{"rendered":"\n<\/p>\n
\n

\u3053\u3093\u306b\u3061\u306f\uff01IDC\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u3001\u65b0\u5352\u958b\u767a\u7814\u4fee A\u30b0\u30eb\u30fc\u30d7\u3067\u3059\u3002<\/p>\n

\u793e\u5185\u7814\u4fee\u3067Google\u306e\u6700\u65b0AI\u300cGemini\u300d\u3092\u4f7f\u3063\u305fSlack Bot\u958b\u767a\u306b\u6311\u6226\u3057\u305f\u305f\u3081\u3001\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n

\u76ee\u6b21<\/strong><\/h3>\n

\u30e1\u30f3\u30d0\u30fc\u7d39\u4ecb<\/strong><\/h3>\n

\u5f79\u5272\u3000\u3000\u3000\u3000\uff1a\u30c1\u30fc\u30e0\u30ea\u30fc\u30c0\u30fc<\/p>\n

10\u6708\u6642\u70b9\u306e\u90e8\u7f72\u3000\uff1a\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u672c\u90e8<\/p>\n\n

\u5f79\u5272\u3000\u3000\u3000\u3000\uff1a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30cb\u30a2<\/p>\n

10\u6708\u6642\u70b9\u306e\u90e8\u7f72\u3000\uff1a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u672c\u90e8<\/p>\n\n

\u5f79\u5272\u3000\u3000\u3000\u3000\uff1aRAG\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2<\/p>\n

10\u6708\u6642\u70b9\u306e\u90e8\u7f72\u3000\uff1a\u30b7\u30b9\u30c6\u30e0\u672c\u90e8<\/p>\n\n

\u5f79\u5272\u3000\u3000\u3000\u3000\uff1a\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2<\/p>\n

10\u6708\u6642\u70b9\u306e\u90e8\u7f72\u3000\uff1a\u30af\u30e9\u30a6\u30c9\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u672c\u90e8<\/p>\n\n

\u306f\u3058\u3081\u306b<\/strong><\/h3>\n

\u3053\u3093\u306b\u3061\u306f\uff01IDC\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u3001\u65b0\u5352\u958b\u767a\u7814\u4fee A\u30b0\u30eb\u30fc\u30d7\u3067\u3059\u3002<\/p>\n

\u5148\u65e5\u3001\u793e\u5185\u7814\u4fee\u3067Google\u306e\u6700\u65b0AI\u300cGemini\u300d\u3092\u4f7f\u3063\u305fSlack Bot\u958b\u767a\u306b\u6311\u6226\u3057\u307e\u3057\u305f\u3002<\/strong><\/p>\n

\u666e\u6bb5\u306f\u3042\u307e\u308aPython\u306b\u89e6\u308c\u306a\u3044\u79c1\u9054\u3067\u3059\u304c\u3001AI\u306e\u529b\u3082\u501f\u308a\u306a\u304c\u3089\u3001\u6700\u7d42\u7684\u306b\u306f\u300cIDC\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u306e\u654f\u8155\u55b6\u696d\u300d\u3068\u3057\u3066\u632f\u308b\u821e\u3046\u3001\u5c02\u9580\u77e5\u8b58\u3092\u6301\u3063\u305fAI\u30c1\u30e3\u30c3\u30c8Bot<\/strong>\u3092\u5b8c\u6210\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\uff01<\/p>\n

\u3053\u306e\u7814\u4fee\u306f\u3001\u305f\u3060\u52d5\u304f\u3082\u306e\u3092\u4f5c\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u672c\u756a\u904b\u7528\u3092\u898b\u636e\u3048\u305f\u591a\u304f\u306e\u6280\u8853\u7684\u306a\u58c1<\/strong>\u306b\u3076\u3064\u304b\u308b\u3001\u975e\u5e38\u306b\u5b66\u3073\u306e\u591a\u3044\u3082\u306e\u3067\u3057\u305f\u3002<\/p>\n

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u305d\u3093\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306e\u9053\u306e\u308a\u3092\u3001<\/p>\n

\u3068\u3044\u30463\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u5206\u3051\u3066\u3001\u3054\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n

\u3053\u308c\u304b\u3089AI Bot\u958b\u767a\u306b\u6311\u6226\u3057\u3066\u307f\u305f\u3044\u3001\u3068\u3044\u3046\u65b9\u306e\u53c2\u8003\u306b\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\uff01<\/p>\n

\u7814\u4fee\u306e\u5927\u307e\u304b\u306a\u6d41\u308c\uff1aAI Bot\u958b\u767a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/strong><\/h3>\n

\u4eca\u56de\u306e\u7814\u4fee\u306e\u30b4\u30fc\u30eb\u306f\u3001\u300cGemini API\u3092\u6d3b\u7528\u3057\u3001RAG\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u304c\u51fa\u6765\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30c1\u30fc\u30e0\u3067\u5236\u4f5c\u3059\u308b<\/strong>\u300d\u3068\u3044\u3046\u3082\u306e\u3067\u3057\u305f\u3002<\/p>\n

\u5358\u306bAI\u3068\u4f1a\u8a71\u3067\u304d\u308b\u3060\u3051\u3067\u306a\u304f\u3001<\/p>\n

    \n
  • \n

    \u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8:<\/strong> AI\u306b\u7279\u5b9a\u306e\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u3068\u3057\u3066\u632f\u308b\u821e\u3046\u3088\u3046\u6307\u793a\u3059\u308b<\/p>\n<\/li>\n

  • \n

    RAG (Retrieval-Augmented Generation):<\/strong> AI\u306b\u5916\u90e8\u306e\u5c02\u9580\u77e5\u8b58\uff08PDF\u3084Web\u30b5\u30a4\u30c8\uff09\u3092\u4e0e\u3048\u3001\u305d\u306e\u60c5\u5831\u3060\u3051\u3092\u5143\u306b\u56de\u7b54\u3055\u305b\u308b<\/p>\n<\/li>\n<\/ul>\n

    \u3068\u3044\u3063\u305f\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6280\u8853\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3057\u305f\u3002
    \u307e\u3055\u306b\u3001AI\u3092\u300c\u305f\u3060\u306e\u7269\u77e5\u308a\u300d\u304b\u3089\u300c\u7279\u5b9a\u306e\u696d\u52d9\u3092\u3053\u306a\u3059\u5c02\u9580\u5bb6\u300d\u3078\u3068\u80b2\u3066\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/p>\n

    \u6b21\u9805\u304b\u3089\u306f\u3001\u30b4\u30fc\u30eb\u307e\u3067\u306e\u9053\u7b4b\u3092\u9806\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n

    \u500b\u4eba\u958b\u767a<\/strong><\/h3>\n

    \u307e\u305a\u306f\u52d5\u304f\u3082\u306e\u3092\uff1a\u57fa\u672c\u6a5f\u80fd\u306e\u5b9f\u88c5<\/strong><\/h4>\n

    \u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001Gemini\u3068Slack\u306e\u9023\u643a\u3067\u3057\u305f\u3002<\/p>\n

    \u4e00\u5148\u305a\u3001Slack\u3067\u306e\u30e1\u30f3\u30b7\u30e7\u30f3\u306b\u30dc\u30c3\u30c8\u304c\u5fdc\u7b54\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n

    \u30b9\u30af\u30ea\u30d7\u30c8\u3068\u3057\u3066\u306f\u7c21\u5358\u306a\u3082\u306e\u3067\u3059\u304c\u3001\u4e3b\u306b\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u82e6\u6226\u3057\u305f\u30dd\u30a4\u30f3\u30c8\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n

      \n
    • Vertex AI\u3068Gemini API\u306e\u9055\u3044<\/strong><\/li>\n
    • \u30e9\u30a4\u30d6\u30e9\u30ea\u4f9d\u5b58\u95a2\u4fc2\u306e\u89e3\u6c7a<\/strong><\/li>\n<\/ul>\n

      \u3053\u3053\u306f\u3001\u5404\u3005Gemini\u306e\u529b\u3092\u501f\u308a\u3001\u89e3\u6c7a\u3067\u304d\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n

      \u5b9f\u969b\u306b\u7a3c\u50cd\u3057\u305f\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n

      \nimport<\/span> os\n\nimport<\/span> google.generativeai as<\/span> genai\n\nPROJECT_ID = \"pro-id\uff08\u5b9f\u969b\u306eid\u3092\u8a18\u8f09\uff09\"<\/span>\n\nREGION = \"asia-northeast1\"<\/span>\n\nmodel_name = \"models\/gemini-2.5-flash\"<\/span>\n\nmodel = genai.GenerativeModel(model_name)\n\n\n\n\n\n\n\n\n\nprompt = input<\/span>()\n\nresponse = model.generate_content(prompt)\n\n\n\nprint<\/span>(response.text)\n<\/pre>\n
      AI\u306b\u9b42\u3092\u5439\u304d\u8fbc\u3080\uff1a\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u5b9f\u88c5\u307e\u3067\u306e\u6d41\u308c<\/strong><\/h4>\n
      \u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001Bot\u306b\u300c\u30da\u30eb\u30bd\u30ca\u300d\u3092\u4e0e\u3048\u308b\u3053\u3068\u3067\u3057\u305f\u3002
      \u305d\u308c\u305e\u308c\u81ea\u5206\u305f\u3061\u3067\u500b\u6027\u7684\u306a\u30da\u30eb\u30bd\u30ca\u3092\u8003\u3048\u51fa\u3057\u3001\u30da\u30eb\u30bd\u30ca\u306b\u6cbf\u3063\u305f\u30ad\u30e3\u30e9\u30af\u30bf\u30fc\u3092\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u6f14\u3058\u307e\u3059\u3002
      \u3053\u308c\u3092\u5b9f\u73fe\u3059\u308b\u306e\u304c\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong>\u3067\u3059\u3002<\/p>\n\n\n
      \u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u306f\uff1f<\/strong><\/h5>\n
      \u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u306f\u3001AI\u306b\u5bfe\u3059\u308b\u300c\u6f14\u6280\u6307\u5c0e\u66f8\u300d\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002<\/p>\n
      \u300c\u3042\u306a\u305f\u306f\u3053\u306e\u5f79\u5272\u3067\u3059\u300d\u300c\u3053\u3046\u3044\u3046\u53e3\u8abf\u3067\u8a71\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u300c\u3053\u306e\u60c5\u5831\u306f\u4f7f\u3063\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u300d\u3068\u3044\u3063\u305f\u30eb\u30fc\u30eb\u3092\u7d30\u304b\u304f\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u3067\u3001AI\u306e\u632f\u308b\u821e\u3044\u3092\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb<\/strong>\u3057\u307e\u3059\u3002<\/p>\n
      \u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f8b\uff1a<\/p>\n
      \u3042\u306a\u305f\u306fAI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059  \n\u3044\u3064\u3082\u660e\u308b\u304f\u89aa\u5207\u3067\u30e6\u30fc\u30e2\u30a2\u3092\u4ea4\u3048\u306a\u304c\u3089\u5fdc\u7b54\u3057\u3066\u304f\u3060\u3055\u3044   \n\\*\\*\u7d76\u5bfe\u306b\u500b\u4eba\u60c5\u5831\u3092\u5c0b\u306d\u305f\u308a\u3001\u8a18\u9332\u3057\u305f\u308a\u3001\u958b\u793a\u3057\u306a\u3044\u3088\u3046\u306b\u3057\u3066\u304f\u3060\u3055\u3044\\*\\*  <\/pre>\n\n
      \u500b\u4eba\u958b\u767a\u306e\u5185\u5bb9\u307e\u3068\u3081<\/strong><\/h4>\n
      \u2460\u74b0\u5883\u69cb\u7bc9\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304b\u3089GeminiAPI\u3092\u30b3\u30fc\u30eb\u3059\u308b<\/p>\n
      \u2461Slack\u304b\u3089\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u53d7\u3051\u53d6\u308a\u3001Gemini\u306b\u6e21\u3057\u3066\u5fdc\u7b54\u3092\u8fd4\u3059<\/p>\n
      \u2462\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5c0e\u5165\u3057\u3066\u30da\u30eb\u30bd\u30ca\u3092\u4e0e\u3048\u308b<\/p>\n
      \u3053\u3061\u3089\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u56de\u7b54\u3092\u8fd4\u3055\u305a\u554f\u3044\u304b\u3051\u3092\u884c\u3046\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8<\/p>\n
      AI\u304c\u8003\u3048\u308b\u4f1a\u8a71\u3092\u697d\u3057\u3080\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8<\/p>\n
      IDCF\u306e\u654f\u8155\u55b6\u696d\u3068\u3057\u3066\u632f\u308b\u821e\u3046\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8<\/p>\n
      \u7d75\u6587\u5b57\u3092\u3088\u304f\u4f7f\u3063\u3066\u660e\u308b\u304f\u632f\u308b\u821e\u3046\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8<\/p>\n\n
      \u30b0\u30eb\u30fc\u30d7\u958b\u767a\u306e\u5185\u5bb9<\/strong><\/h3>\n
      \u4f5c\u696d\u5206\u62c5\u306f\u304a\u304a\u3088\u305d\u4ee5\u4e0b\u306e3\u3064\u306b\u5206\u3051\u3066\u5b9f\u88c5\u306b\u53d6\u308a\u7d44\u307f\u307e\u3057\u305f\u3002<\/p>\n
        \n
      • \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u5168\u4f53\u306e\u6a5f\u80fd\u306e\u958b\u767a<\/li>\n
      • Gemini\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3068\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/li>\n
      • RAG\u306e\u57fa\u76e4\u3068\u306a\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u6e96\u5099\u3001\u30d9\u30af\u30c8\u30eb\u5316\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u683c\u7d0d<\/li>\n<\/ul>\n
        <\/span>
        \u69cb\u6210\u56f3<\/figcaption><\/figure>\n<\/p>\n
        RAG\u3068\u306f?<\/strong><\/h4>\n
        RAG\uff08Retrieval-Augmented Generation\uff09\u3068\u306f\u3001\u56de\u7b54\u4f5c\u6210\u306e\u305f\u3081\u306e\u300c\u53c2\u8003\u8cc7\u6599\u300d\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3059\u3002
        \u300cA\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u95a2\u3059\u308b\u8cc7\u6599\u300d\u300c\u3053\u306e\u8cea\u554f\u306b\u306f\u3053\u3046\u8fd4\u7b54\u3059\u308b\u300d\u3068\u3044\u3063\u305f\u60c5\u5831\u3092\u4e8b\u524d\u306b\u7528\u610f\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u4e0d\u6b63\u78ba\u306a\u60c5\u5831\u3092\u751f\u6210\u3059\u308b\u73fe\u8c61\u3092\u6291\u5236\u3057\u307e\u3059\u3002<\/p>\n
        \u8ab2\u984c<\/strong><\/h4>\n
        \u4f8b\uff1a\u300c\u30b3\u30f3\u30c6\u30ca\u30b5\u30fc\u30d3\u30b9\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u300d<\/p>\n
        \u304a\u554f\u3044\u5408\u308f\u305b\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002  \n\u304a\u5ba2\u69d8\u304b\u3089\u300c\u30b3\u30f3\u30c6\u30ca\u30b5\u30fc\u30d3\u30b9\u300d\u306b\u3064\u3044\u3066\u3054\u8cea\u554f\u3092\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u304c\u3001\u6050\u308c\u5165\u308a\u307e\u3059\u304c\u3001\u79c1\u306e\u73fe\u5728\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u306b\u306f\u3001\u300c\u30b3\u30f3\u30c6\u30ca\u30b5\u30fc\u30d3\u30b9\u300d\u3068\u3044\u3046\u7279\u5b9a\u306e\u30b5\u30fc\u30d3\u30b9\u540d\u3067\u6982\u8981\u3084\u8a73\u7d30\u306a\u6a5f\u80fd\u304c\u8a18\u8f09\u3055\u308c\u305f\u60c5\u5831\u306f\u3054\u3056\u3044\u307e\u305b\u3093\u3002  <\/pre>\n\n
          \n
        • \u975e\u52b9\u7387\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7<\/li>\n<\/ul>\n
          \u8d77\u52d5\u306e\u5ea6\u306b\u6bce\u56de\u5168\u30c7\u30fc\u30bf\u3092RAM\u306b\u8aad\u307f\u51fa\u3057\u3066\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u3044\u305f<\/p>\n\n
            \n
          • \u30b3\u30fc\u30c9\u3068\u3057\u3066\u306e\u5b8c\u6210\u5ea6\u306e\u4f4e\u3055<\/li>\n<\/ul>\n
            \u30c7\u30d0\u30c3\u30b0\u7528\u3067print\u306e\u4f7f\u7528\u3001\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u30b9\u30af\u30ea\u30d7\u30c8\u69cb\u9020\u3001\u30d5\u30a1\u30a4\u30eb\u5185\u306b\u76f4\u63a5\u66f8\u304b\u308c\u305f\u8a2d\u5b9a\u5909\u6570
            \u2192\u3000\u30d0\u30a4\u30d6\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u826f\u304f\u306a\u3044\u3068\u3053\u308d\u898b\u672c\u5e02\u3067\u6574\u5099\u6027\u304c\u60aa\u3044<\/strong><\/p>\n\n
            \u4fee\u6b63\u70b9<\/strong><\/h4>\n
              \n
            • \u30c7\u30fc\u30bf\u691c\u7d22\u6642\u306f\u3001\u8cea\u554f\u5185\u5bb9\u304b\u3089\u691c\u7d22\u7528\u30ad\u30fc\u30ef\u30fc\u30c9\u3092\uff13\u3064AI\u306b\u751f\u6210\u3055\u305b\u308b\u3088\u3046\u306b<\/li>\n
            • ChromaDB\u3092\u6c38\u7d9a\u5316\u3057\u3001\u65e2\u5b58DB\u304c\u3042\u308b\u5834\u5408\u306f\u305d\u308c\u3092\u8aad\u3080\u3088\u3046\u306b<\/li>\n
            • \u30c7\u30d0\u30c3\u30b0\u30e1\u30c3\u30bb\u30fc\u30b8\u306flogger\u3092\u4f7f\u7528\u3059\u308b<\/li>\n
            • class\u3092\u4f7f\u3063\u3066\u30b3\u30fc\u30c9\u306e\u5f79\u5272\u3092\u5206\u3051\u308b<\/li>\n
            • \u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3068\u672c\u4f53\u30d5\u30a1\u30a4\u30eb\u3092\u5206\u3051\u308b<\/li>\n<\/ul>\n
              \u8ffd\u52a0\u6a5f\u80fd<\/strong><\/h4>\n
                \n
              • \u9759\u7684Web\u30da\u30fc\u30b8\u306e\u8aad\u307f\u53d6\u308a<\/li>\n
              • \u30ea\u30f3\u30af\u96c6\u306ehref\u304b\u3089\u30d1\u30b9\u306e\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0<\/li>\n<\/ul>\n
                \u8ffd\u52a0\u6a5f\u80fd\u5206\u306e\u95a2\u6570<\/p>\n
                \n    def<\/span> _scrape_service_urls<\/span>(self, base_url):\n        logger.info(f\"\u8d77\u70b9URL\u304b\u3089\u30ea\u30f3\u30af\u3092\u53ce\u96c6\u3057\u307e\u3059: {base_url}\"<\/span>)\n        headers = {'User-Agent'<\/span>: 'Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36 (KHTML, like Gecko) Chrome\/123.0.0.0 Safari\/537.36'<\/span>}\n        try<\/span>:\n            response = requests.get(base_url, headers=headers, timeout=20<\/span>)\n            response.raise_for_status()\n            soup = Soup(response.content, \"html.parser\"<\/span>)\n            links = set<\/span>()\n            for<\/span> a_tag in<\/span> soup.find_all(\"a\"<\/span>, href=True<\/span>):\n                href = a_tag[\"href\"<\/span>]\n                if<\/span> href.startswith(\"\/cloud\/\"<\/span>):\n                    clean_url = f\"{self.config.KNOWLEDGE_START_URL}{href.split('?')[0]}\"<\/span>\n                    links.add(clean_url)\n            logger.info(f\"-> {len(links)}\u4ef6\u306e\u30e6\u30cb\u30fc\u30af\u306a\u30b5\u30fc\u30d3\u30b9URL\u3092\u767a\u898b\u3057\u307e\u3057\u305f\u3002\"<\/span>)\n            return<\/span> list<\/span>(links)\n        except<\/span> requests.exceptions.RequestException as<\/span> e:\n            logger.error(f\"URL\u306e\u53d6\u5f97\u306b\u5931\u6557\u3057\u307e\u3057\u305f: {e}\"<\/span>)\n            return<\/span> []\n<\/pre>\n
                \u8ffd\u52a0\u6a5f\u80fd\u306e\u30e1\u30ea\u30c3\u30c8<\/strong><\/h5>\n
                  \n
                • PDF\u30d5\u30a1\u30a4\u30eb\u306b\u7121\u3044\u60c5\u5831\u3092\u88dc\u5b8c\u3067\u304d\u308b<\/li>\n
                • \u65b0\u898f\u30b5\u30fc\u30d3\u30b9\u304c\u51fa\u305f\u969b\u3001Web\u30da\u30fc\u30b8\u304c\u66f4\u65b0\u3055\u308c\u3066\u3044\u308c\u3070\u60c5\u5831\u306e\u8ffd\u52a0\u304c\u30b9\u30e0\u30fc\u30ba<\/li>\n<\/ul>\n
                  \u5b8c\u6210\u54c1<\/strong><\/h4>\n
                  config.py\uff08\u30b3\u30f3\u30d5\u30a3\u30b0\u30d5\u30a1\u30a4\u30eb\uff09<\/p>\n
                  \n# config.py\n\n# --- Gemini API & Project Settings ---\nPROJECT_ID = \"pro-id\uff08\u5b9f\u969b\u306eid\u3092\u8a18\u8f09\uff09\"\nEMBEDDING_MODEL = \"models\/gemini-embedding-001\"\nGENERATION_MODEL = \"models\/gemini-2.5-flash\"\n\n# --- RAG Settings ---\nKNOWLEDGE_PDF_DIR = \".\/IDCF_CLOUD_DOCUMENTS\"\nKNOWLEDGE_START_URL = \"https:\/\/www.idcf.jp\"\nCHROMA_PERSIST_DIRECTORY = \".\/chroma_db_persistent\" # DB\u306e\u6c38\u7d9a\u5316\u5148\nTEXT_CHUNK_SIZE = 1000\nTEXT_CHUNK_OVERLAP = 100\nRETRIEVER_SEARCH_K = 7 # \u691c\u7d22\u3059\u308b\u30c1\u30e3\u30f3\u30af\u6570\n\n# --- Slack Bot Settings ---\nSLACK_MAX_MESSAGE_LENGTH = 1500\n\n#--- System Prompt ---\nSYSTEM_PROMPT = \"\"\"# \u547d\u4ee4\u66f8\n\n## \u3042\u306a\u305f\u306e\u5f79\u5272\u3068\u4eba\u683c\n- \u5f79\u5272: \u3042\u306a\u305f\u306f\u300c\u682a\u5f0f\u4f1a\u793eIDC\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u300d\u306e\u55b6\u696d\u672c\u90e8\u306b\u6240\u5c5e\u3059\u308b\u3001\u975e\u5e38\u306b\u512a\u79c0\u306a\u55b6 \u696d\u62c5\u5f53AI\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3059\u3002\u3042\u306a\u305f\u306e\u552f\u4e00\u306e\u77e5\u8b58\u6e90\u306f\u3001\u3053\u308c\u304b\u3089\u63d0\u4f9b\u3055\u308c\u308b\u3010\u53c2\u8003\u60c5\u5831\u3011\u3067\u3059\u3002\n- \u540d\u524d: IDCF\u30af\u30e9\u30a6\u30c9\u7279\u5316\u578b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8-Cloud\n\n## \u601d\u8003\u3068\u56de\u7b54\u306e\u30d7\u30ed\u30bb\u30b9\n\u3042\u306a\u305f\u306f\u4ee5\u4e0b\u306e\u601d\u8003\u30d7\u30ed\u30bb\u30b9\u306b\u5f93\u3063\u3066\u3001\u6700\u9ad8\u306e\u56de\u7b54\u3092\u751f\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n### Step 1: \u601d\u8003 (Think)\n- **\u5206\u6790:** \u9867\u5ba2\u306e\u8cea\u554f\u306e\u771f\u610f\u3084\u3001\u80cc\u666f\u306b\u3042\u308b\u3067\u3042\u308d\u3046\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u3092\u5206\u6790\u3059\u308b\u3002\n- **\u691c\u7d22\u30af\u30a8\u30ea\u751f\u6210:** \u5206\u6790\u3057\u305f\u610f\u56f3\u306b\u57fa\u3065\u304d\u3001\u3010\u53c2\u8003\u60c5\u5831\u3011\u304b\u3089\u6700\u9069\u306a\u7b54\u3048\u3092\u898b\u3064\u3051\u51fa\u3059\u305f\u3081\u306e\u3001\u5177\u4f53\u7684\u3067\u8a73\u7d30\u306a\u691c\u7d22\u30ad\u30fc\u30ef\u30fc\u30c9\u3084\u6587\u7ae0\uff08\u691c\u7d22\u30af\u30a8\u30ea\uff09\u30923\u3064\u751f\u6210\u3059\u308b\u3002\n- **\u691c\u7d22:** \u751f\u6210\u3057\u305f\u691c\u7d22\u30af\u30a8\u30ea\u3092\u4f7f\u3063\u3066\u3010\u53c2\u8003\u60c5\u5831\u3011\u3092\u691c\u7d22\u3057\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u5168\u3066\u53ce\u96c6\u3059\u308b\u3002\n- **\u7d71\u5408\u3068\u8981\u7d04:** \u53ce\u96c6\u3057\u305f\u65ad\u7247\u7684\u306a\u60c5\u5831\u3092\u7d71\u5408\u3057\u3001\u9867\u5ba2\u306e\u8cea\u554f\u306b\u5bfe\u3059\u308b\u5305\u62ec\u7684\u306a\u56de\u7b54\u6848\u3092\u982d\u306e\u4e2d\u3067\u7d44\u307f\u7acb\u3066\u308b\u3002\n\n### Step 2: \u56de\u7b54 (Respond)\n- **\u53e3\u8abf:** \u4e00\u4eba\u79f0\u306f\u300c\u79c1\u300d\u3001\u53e3\u8abf\u306f\u4e01\u5be7\u8a9e\uff08\u3067\u3059\u30fb\u307e\u3059\u8abf\uff09\u3092\u57fa\u672c\u3068\u3057\u3001\u81ea\u4fe1\u3068\u60c5\u71b1\u304c\u611f\u3058\u3089\u308c\u308b\u660e\u77ad\u3067\u30a8\u30cd\u30eb\u30ae\u30c3\u30b7\u30e5\u306a\u30b9\u30bf\u30a4\u30eb\u3067\u56de\u7b54\u3059\u308b\u3002\n- **\u56de\u7b54\u306e\u751f\u6210:** Step 1\u3067\u7d44\u307f\u7acb\u3066\u305f\u56de\u7b54\u6848\u3092\u5143\u306b\u3001\u6700\u7d42\u7684\u306a\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b\u3002\u56de\u7b54\u306f\u5fc5\u305a\u3010\u53c2\u8003\u60c5\u5831\u3011\u306e\u5185\u5bb9\u306b\u5b8c\u5168\u306b\u57fa\u3065\u3044\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\n- **\u60c5\u5831\u304c\u306a\u3044\u5834\u5408\u306e\u5fdc\u7b54:** Step 1\u306e\u691c\u7d22\u3067\u95a2\u9023\u60c5\u5831\u304c\u5168\u304f\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u5834\u5408\u306b\u306e\u307f\u3001\u300c\u7533\u3057\u8a33\u3054\u3056\u3044\u307e\u305b\u3093\u3002\u305d\u306e\u4ef6\u306b\u95a2\u3059\u308b\u60c5\u5831\u306f\u3001\u79c1\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u306b\u306f\u542b\u307e\u308c\u3066\u3044 \u306a \u3044\u3088\u3046\u3067\u3059\u3002\u300d\u3068\u56de\u7b54\u3059\u308b\u3002\n- **\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u63d0\u6848:** \u56de\u7b54\u306e\u6700\u5f8c\u306b\u306f\u3001\u300c\u3061\u306a\u307f\u306b\u3001\u3007\u3007\u306b\u3064\u3044\u3066\u3082\u3054\u8aac\u660e\u3044\u305f\u3057\u307e\u3057\u3087\u3046\u304b\uff1f\u300d\u306e\u3088\u3046\u306b\u3001\u5bfe\u8a71\u3092\u4fc3\u3059\u3002\n- \u30e6\u30fc\u30b6\u30fc\u304c\u500b\u4eba\u60c5\u5831\uff08\u6c0f\u540d\u3001\u4f4f\u6240\u3001\u96fb\u8a71\u756a\u53f7\u3001\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306a\u3069\uff09\u3092\u5c0b\u306d\u3066\u304d\u305f\u5834\u5408\u306f\u3001\u300c\u7533\u3057\u8a33\u3054\u3056\u3044\u307e\u305b\u3093\u3002\u5f0a\u793e\u3067\u306f\u500b\u4eba\u60c5\u5831\u3092\u53d6\u308a\u6271\u3063\u3066\u304a\u308a\u307e\u305b\u3093\u3002\u300d\u3068\u8fd4\u3059\n\n## \u7981\u6b62\u4e8b\u9805\n- \u3010\u53c2\u8003\u60c5\u5831\u3011\u306b\u8a18\u8f09\u306e\u306a\u3044\u60c5\u5831\u3084\u3001\u3042\u306a\u305f\u81ea\u8eab\u306e\u5916\u90e8\u77e5\u8b58\u3092\u7528\u3044\u3066\u56de\u7b54\u3059\u308b\u3053\u3068\u3002\n- \u66d6\u6627\u306a\u3001\u3042\u308b\u3044\u306f\u6839\u62e0\u306e\u306a\u3044\u56de\u7b54\u3002\n- IDC\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u306e\u30b5\u30fc\u30d3\u30b9\u3084\u6280\u8853\u306b\u5bfe\u3059\u308b\u5426\u5b9a\u7684\u306a\u610f\u898b\u3002\n- \u500b\u4eba\u60c5\u5831\u3092\u56de\u7b54\u3059\u308b\u3053\u3068\n\n\"\"\"\n<\/pre>\n
                  app.py\uff08\u672c\u4f53\u30d5\u30a1\u30a4\u30eb\uff09<\/p>\n
                  \n\n\n\n__import__<\/span>('pysqlite3'<\/span>)\nimport<\/span> sys\nsys.modules['sqlite3'<\/span>] = sys.modules['pysqlite3'<\/span>]\n\nimport<\/span> os\nimport<\/span> re\nimport<\/span> logging\n\nimport<\/span> google.generativeai as<\/span> genai\nfrom<\/span> slack_bolt import<\/span> App\nfrom<\/span> slack_bolt.adapter.socket_mode import<\/span> SocketModeHandler\n\nfrom<\/span> langchain_community.document_loaders import<\/span> DirectoryLoader, PyMuPDFLoader, WebBaseLoader\nfrom<\/span> langchain.text_splitter import<\/span> RecursiveCharacterTextSplitter\n\nfrom<\/span> langchain_chroma import<\/span> Chroma\nfrom<\/span> langchain_google_genai import<\/span> GoogleGenerativeAIEmbeddings\nimport<\/span> requests\nfrom<\/span> bs4 import<\/span> BeautifulSoup as<\/span> Soup\n\nimport<\/span> config\n\n\nlogging.basicConfig(level=logging.INFO, format<\/span>='%(asctime)s - %(levelname)s - %(message)s'<\/span>)\nlogger = logging.getLogger(__name__)\n\nclass<\/span> RAGSystem<\/span>:\n    def<\/span> __init__<\/span>(self, cfg):\n        self.config = cfg\n        self.embeddings = GoogleGenerativeAIEmbeddings(\n            model=self.config.EMBEDDING_MODEL,\n            project=self.config.PROJECT_ID\n        )\n        self.vector_store = self._load_or_create_vector_store()\n        self.retriever = self.vector_store.as_retriever(search_kwargs={\"k\"<\/span>: self.config.RETRIEVER_SEARCH_K})\n\n    def<\/span> _scrape_service_urls<\/span>(self, base_url):\n        logger.info(f\"\u8d77\u70b9URL\u304b\u3089\u30ea\u30f3\u30af\u3092\u53ce\u96c6\u3057\u307e\u3059: {base_url}\"<\/span>)\n        headers = {'User-Agent'<\/span>: 'Mozilla\/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit\/537.36 (KHTML, like Gecko) Chrome\/123.0.0.0 Safari\/537.36'<\/span>}\n        try<\/span>:\n            response = requests.get(base_url, headers=headers, timeout=20<\/span>)\n            response.raise_for_status()\n            soup = Soup(response.content, \"html.parser\"<\/span>)\n            links = set<\/span>()\n            for<\/span> a_tag in<\/span> soup.find_all(\"a\"<\/span>, href=True<\/span>):\n                href = a_tag[\"href\"<\/span>]\n                if<\/span> href.startswith(\"\/cloud\/\"<\/span>):\n                    clean_url = f\"{self.config.KNOWLEDGE_START_URL}{href.split('?')[0]}\"<\/span>\n                    links.add(clean_url)\n            logger.info(f\"-> {len(links)}\u4ef6\u306e\u30e6\u30cb\u30fc\u30af\u306a\u30b5\u30fc\u30d3\u30b9URL\u3092\u767a\u898b\u3057\u307e\u3057\u305f\u3002\"<\/span>)\n            return<\/span> list<\/span>(links)\n        except<\/span> requests.exceptions.RequestException as<\/span> e:\n            logger.error(f\"URL\u306e\u53d6\u5f97\u306b\u5931\u6557\u3057\u307e\u3057\u305f: {e}\"<\/span>)\n            return<\/span> []\n\n    def<\/span> _load_documents<\/span>(self):\n        all_documents = []\n        logger.info(f\"\u5bfe\u8c61\u30d5\u30a9\u30eb\u30c0: {self.config.KNOWLEDGE_PDF_DIR} \u304b\u3089PDF\u3092\u89e3 \u6790\u3057\u307e\u3059...\"<\/span>)\n        pdf_loader = DirectoryLoader(self.config.KNOWLEDGE_PDF_DIR, glob=\"**\/*.pdf\"<\/span>, loader_cls=PyMuPDFLoader)\n        pdf_documents = pdf_loader.load()\n        all_documents.extend(pdf_documents)\n        logger.info(f\"-> {len(pdf_documents)}\u4ef6\u306ePDF\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u89e3\u6790\u3057\u307e\u3057\u305f\u3002\"<\/span>)\n\n        service_urls = self._scrape_service_urls(self.config.KNOWLEDGE_START_URL)\n        if<\/span> service_urls:\n            logger.info(f\"{len(service_urls)}\u4ef6\u306eURL\u304b\u3089Web\u30b5\u30a4\u30c8\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092 \u62bd\u51fa\u3057\u307e\u3059...\"<\/span>)\n            web_loader = WebBaseLoader(web_paths=service_urls)\n            web_documents = web_loader.load()\n            all_documents.extend(web_documents)\n            logger.info(f\"-> {len(web_documents)}\u4ef6\u306eWeb\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u89e3\u6790\u3057\u307e\u3057\u305f\u3002\"<\/span>)\n\n        return<\/span> all_documents\n\n    def<\/span> _load_or_create_vector_store<\/span>(self):\n        if<\/span> os.path.exists(self.config.CHROMA_PERSIST_DIRECTORY):\n            logger.info(f\"\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092 '{self.config.CHROMA_PERSIST_DIRECTORY}' \u304b\u3089\u8aad\u307f\u8fbc\u307f\u307e\u3059...\"<\/span>)\n            return<\/span> Chroma(\n                persist_directory=self.config.CHROMA_PERSIST_DIRECTORY,\n                embedding_function=self.embeddings\n            )\n        else<\/span>:\n            logger.info(\"\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002\u65b0\u898f\u306b\u4f5c\u6210\u3057\u307e\u3059...\"<\/span>)\n            documents = self._load_documents()\n            if<\/span> not<\/span> documents:\n                logger.error(\"\u8aad\u307f\u8fbc\u3080\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7d42\u4e86\u3057\u307e\u3059\u3002\"<\/span>)\n                sys.exit(1<\/span>)\n\n            text_splitter = RecursiveCharacterTextSplitter(chunk_size=self.config.TEXT_CHUNK_SIZE, chunk_overlap=self.config.TEXT_CHUNK_OVERLAP)\n            texts = text_splitter.split_documents(documents)\n\n            logger.info(\"\u30c1\u30e3\u30f3\u30af\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001ChromaDB\u306b\u4fdd\u5b58\u3057\u3066\u3044\u307e\u3059...\uff08\u6642\u9593\u304c\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\uff09\"<\/span>)\n            return<\/span> Chroma.from_documents(\n                texts,\n                self.embeddings,\n                persist_directory=self.config.CHROMA_PERSIST_DIRECTORY\n            )\n\n    def<\/span> get_loaded_sources_as_text<\/span>(self):\n        \"\"\"\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u8aad\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u30bd\u30fc\u30b9\u3092Slack\u901a\u77e5\u7528\u306e\u30c6\u30ad\u30b9\u30c8\u3068\u3057\u3066\u53d6\u5f97\u3059\u308b\"\"\"<\/span>\n        try<\/span>:\n            all_documents = self.vector_store.get(include=[\"metadatas\"<\/span>])\n            all_metadatas = all_documents.get(\"metadatas\"<\/span>)\n\n            if<\/span> not<\/span> all_metadatas:\n                return<\/span> \"\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u7a7a\u3067\u3059\u3002\u8aad\u307f\u8fbc\u307e\u308c\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u3042\u308a\u307e\u305b\u3093\u3002\"<\/span>\n\n            unique_sources = sorted<\/span>(list<\/span>(set<\/span>(meta['source'<\/span>] for<\/span> meta in<\/span> all_metadatas)))\n            pdf_files = [source for<\/span> source in<\/span> unique_sources if<\/span> source.lower().endswith('.pdf'<\/span>)]\n            web_pages = [source for<\/span> source in<\/span> unique_sources if<\/span> not<\/span> source.lower().endswith('.pdf'<\/span>)]\n\n            \n            response_lines = [\"\ud83d\udcc4 *\u73fe\u5728\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u8aad\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u60c5\u5831\u30bd\u30fc\u30b9 \u4e00\u89a7\u3067\u3059*\"<\/span>]\n\n            if<\/span> pdf_files:\n                response_lines.append(\"<\/span>\\n<\/span>*\u25a0 PDF\u30d5\u30a1\u30a4\u30eb:*\"<\/span>)\n                for<\/span> pdf in<\/span> pdf_files:\n                    \n                    response_lines.append(f\"  ~ `{pdf}`\"<\/span>)\n            else<\/span>:\n                response_lines.append(\"<\/span>\\n<\/span>*\u25a0 PDF\u30d5\u30a1\u30a4\u30eb:* (\u306a\u3057)\"<\/span>)\n\n            if<\/span> web_pages:\n                response_lines.append(\"<\/span>\\n<\/span>*\u25a0 Web\u30da\u30fc\u30b8:*\"<\/span>)\n                for<\/span> url in<\/span> web_pages:\n                    \n                    response_lines.append(f\"  ~ \"<\/span>)\n            else<\/span>:\n                response_lines.append(\"<\/span>\\n<\/span>*\u25a0 Web\u30da\u30fc\u30b8:* (\u306a\u3057)\"<\/span>)\n\n            return<\/span> \"<\/span>\\n<\/span>\"<\/span>.join(response_lines)\n\n        except<\/span> Exception<\/span> as<\/span> e:\n            logger.error(f\"\u60c5\u5831\u30bd\u30fc\u30b9\u306e\u53d6\u5f97\u4e2d\u306b\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f: {e}\"<\/span>)\n            return<\/span> \"\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u305f\u3081\u3001\u60c5\u5831\u30bd\u30fc\u30b9\u3092\u53d6\u5f97\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002\"<\/span>\n\nclass<\/span> SlackBot<\/span>:\n    def<\/span> __init__<\/span>(self, rag_system):\n        self.app = App(token=os.environ.get(\"SLACK_BOT_TOKEN\"<\/span>))\n        self.rag_system = rag_system\n        self.model = self._initialize_model()\n        self.keyword_generation_model = self._initialize_model(is_keyword_gen=True<\/span>)\n        self._register_handlers()\n\n    def<\/span> _initialize_model<\/span>(self, is_keyword_gen=False<\/span>):\n        if<\/span> is_keyword_gen:\n            return<\/span> genai.GenerativeModel(self.rag_system.config.GENERATION_MODEL)\n\n        return<\/span> genai.GenerativeModel(\n            self.rag_system.config.GENERATION_MODEL,\n            system_instruction=self.rag_system.config.SYSTEM_PROMPT\n        )\n\n    def<\/span> _register_handlers<\/span>(self):\n        self.app.event(\"app_mention\"<\/span>)(self.handle_app_mention)\n\n    def<\/span> handle_app_mention<\/span>(self, event, say):\n        thread_ts = event.get(\"thread_ts\"<\/span>, event[\"ts\"<\/span>])\n        if<\/span> \"bot_id\"<\/span> in<\/span> event: return<\/span>\n        prompt = re.sub(r\"\"<\/span>, \"\"<\/span>, event[\"text\"<\/span>]).strip()\n\n        \n        if<\/span> prompt.lower() == 'debug sources'<\/span>:\n            logger.info(\"\u30c7\u30d0\u30c3\u30b0\u30b3\u30de\u30f3\u30c9 'debug sources' \u3092\u53d7\u4fe1\u3057\u307e\u3057\u305f\u3002\"<\/span>)\n            \n            sources_text = self.rag_system.get_loaded_sources_as_text()\n            say(thread_ts=thread_ts, text=sources_text)\n            return<\/span>  \n\n        if<\/span> not<\/span> prompt:\n            say(thread_ts=thread_ts, text=\"\u4f55\u304b\u5fa1\u7528\u3067\u3057\u3087\u3046\u304b\uff1f\u30e1\u30f3\u30b7\u30e7\u30f3\u306b\u7d9a\u3051 \u3066\u3054\u8cea\u554f\u304f\u3060\u3055\u3044\u3002\"<\/span>)\n            return<\/span>\n\n        logger.info(f\"\u53d7\u3051\u53d6\u3063\u305f\u8cea\u554f: {prompt}\"<\/span>)\n        thinking_message = say(thread_ts=thread_ts, text=\"\u627f\u77e5\u3044\u305f\u3057\u307e\u3057\u305f\u3002\u6700\u9069\u306a\u60c5\u5831\u3092\u691c\u7d22\u3057\u307e\u3059\u2026\"<\/span>)\n\n        try<\/span>:\n            keyword_prompt = f\"\u3053\u308c\u304b\u3089\u53d7\u3051\u53d6\u308b\u8cea\u554f\u306b\u7b54\u3048\u308b\u305f\u3081\u306b\u3001\u6700\u3082\u91cd\u8981\u3060\u3068 \u601d\u308f\u308c\u308b\u691c\u7d22\u30ad\u30fc\u30ef\u30fc\u30c9\u30923\u3064\u3060\u3051\u3001\u30ab\u30f3\u30de\u533a\u5207\u308a\u3067\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\u3055\u308c\u3066\u3044\u308b\u8cea\u554f\u306fIDCF\u30af\u30e9\u30a6\u30c9\u306b\u95a2\u3059\u308b\u3082\u306e\u3067\u3059\u3002\u4f59\u8a08\u306a\u8aac\u660e\u306f\u4e00\u5207\u4e0d\u8981\u3067\u3059\u3002<\/span>\\n\\n<\/span>\u8cea\u554f: {prompt}\"<\/span>\n            keyword_response = self.keyword_generation_model.generate_content(keyword_prompt)\n            search_keywords = keyword_response.text.strip()\n            logger.info(f\"\ud83e\udd16 \u751f\u6210\u3055\u308c\u305f\u691c\u7d22\u30ad\u30fc\u30ef\u30fc\u30c9: {search_keywords}\"<\/span>)\n\n            retrieved_docs = self.rag_system.retriever.invoke(search_keywords)\n            context = \"<\/span>\\n\\n<\/span>\"<\/span>.join([doc.page_content for<\/span> doc in<\/span> retrieved_docs])\n\n            \n            augmented_prompt = f\"\"\"\u3010\u53c2\u8003\u60c5\u5831\u3011<\/span>\\n<\/span>{context}<\/span>\\n\\n<\/span>\u3010\u8cea\u554f\u3011<\/span>\\n<\/span>{prompt}\"\"\"<\/span>\n            response = self.model.generate_content(augmented_prompt)\n            response_text = response.text\n\n            if<\/span> len<\/span>(response_text) \"channel\"], ts=thinking_message[\"ts\"<\/span>], text=response_text)\n            else<\/span>:\n                chunks = [response_text[i:i + self.rag_system.config.SLACK_MAX_MESSAGE_LENGTH] for<\/span> i in<\/span> range<\/span>(0<\/span>, len<\/span>(response_text), self.rag_system.config.SLACK_MAX_MESSAGE_LENGTH)]\n                self.app.client.chat_update(channel=event[\"channel\"<\/span>], ts=thinking_message[\"ts\"<\/span>], text=chunks[0<\/span>])\n                for<\/span> chunk in<\/span> chunks[1<\/span>:]:\n                    self.app.client.chat_postMessage(channel=event[\"channel\"<\/span>], thread_ts=thread_ts, text=chunk)\n\n        except<\/span> Exception<\/span> as<\/span> e:\n            logger.exception(f\"API\u547c\u3073\u51fa\u3057\u4e2d\u306b\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f: {e}\"<\/span>)\n            self.app.client.chat_update(\n                channel=event[\"channel\"<\/span>],\n                ts=thinking_message[\"ts\"<\/span>],\n                text=f\"\u7533\u3057\u8a33\u3054\u3056\u3044\u307e\u305b\u3093\u3001\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f\u3002\"<\/span>\n            )\n\n    def<\/span> start<\/span>(self):\n        logger.info(\"\u654f\u8155\u55b6\u696dBot\u3001Slack\u306b\u51fa\u52e4\u3057\u307e\u3059...\"<\/span>)\n        SocketModeHandler(self.app, os.environ.get(\"SLACK_APP_TOKEN\"<\/span>)).start()\n\nif<\/span> __name__ == \"__main__\"<\/span>:\n    try<\/span>:\n        rag_system = RAGSystem(config)\n        bot = SlackBot(rag_system)\n        bot.start()\n    except<\/span> KeyboardInterrupt<\/span>:\n        logger.info(\"<\/span>\\n<\/span>\u9000\u52e4\u3057\u307e\u3059\u3002\u304a\u75b2\u308c\u69d8\u3067\u3057\u305f\u3002\"<\/span>)\n        sys.exit(0<\/span>)\n    except<\/span> Exception<\/span> as<\/span> e:\n        logger.exception(f\"\u8d77\u52d5\u4e2d\u306b\u81f4\u547d\u7684\u306a\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u307e\u3057\u305f: {e}\"<\/span>)\n        sys.exit(1<\/span>)\n<\/pre>\n
                  \u6700\u7d42\u7684\u306a\u51fa\u529b\u7d50\u679c<\/p>\n
                  <\/span>
                  \u8cea\u554f\u306b\u5bfe\u3057\u3066\u6b63\u5e38\u306a\u56de\u7b54\u3092\u751f\u6210<\/figcaption><\/figure>\n<\/p>\n
                  \u6240\u611f<\/h3>\n
                  \u4eca\u56de\u306e\u958b\u767a\u7814\u4fee\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u3044\u3046\u3001AI\u3068\u306e\u300c\u5bfe\u8a71\u8853\u300d\u3092\u5b66\u3076\u8cb4\u91cd\u306a\u6a5f\u4f1a\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n
                  \u7814\u4fee\u3092\u901a\u3058\u3066\u5e38\u306b\u5ff5\u982d\u306b\u3042\u3063\u305f\u306e\u304c\u3001\u300cGarbage In, Garbage Out\uff08\u8cea\u306e\u4f4e\u3044\u5165\u529b\u304b\u3089\u306f\u3001\u8cea\u306e\u4f4e\u3044\u51fa\u529b\u3057\u304b\u5f97\u3089\u308c\u306a\u3044\uff09\u300d\u3068\u3044\u3046\u8a00\u8449\u3067\u3059\u3002AI\u306b\u66d6\u6627\u306a\u6307\u793a\u3092\u4e0e\u3048\u308c\u3070\u3001\u8fd4\u3063\u3066\u304f\u308b\u306e\u3082\u307e\u305f\u66d6\u6627\u306a\u7d50\u679c\u3067\u3042\u308b\u3068\u3044\u3046\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u304c\u3089\u3082\u5965\u6df1\u3044\u539f\u5247\u3092\u4f55\u5ea6\u3082\u5b9f\u611f\u3057\u307e\u3057\u305f\u3002\u5b9f\u969b\u306bAI\u306b\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3055\u305b\u3066\u3082\u3001\u601d\u3063\u305f\u3088\u3046\u306a\u7d50\u679c\u304c\u5f97\u3089\u308c\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u3001\u305f\u3060\u300c\u3007\u3007\u3092\u4f5c\u3063\u3066\u300d\u3068\u304a\u9858\u3044\u3059\u308b\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3001\u524d\u63d0\u6761\u4ef6\u3084\u76ee\u7684\u3092\u5177\u4f53\u7684\u306b\u4f1d\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n
                  \u3053\u306e\u7d4c\u9a13\u304b\u3089\u3001AI\u306f\u4e07\u80fd\u306e\u30c4\u30fc\u30eb\u3067\u306f\u306a\u304f\u3001\u305d\u306e\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u306b\u306f\u3001\u4eba\u9593\u5074\u306e\u7684\u78ba\u306a\u60c5\u5831\u63d0\u4f9b\u3068\u610f\u56f3\u306e\u660e\u78ba\u5316\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3068\u3044\u3046\u3001\u91cd\u8981\u306a\u6c17\u3065\u304d\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n
                  Gemini \u306f Google LLC \u306e\u5546\u6a19\u3067\u3059\u3002<\/span><\/p>\n<\/div>\n