{"id":554611,"date":"2025-03-26T07:23:39","date_gmt":"2025-03-26T06:23:39","guid":{"rendered":"https:\/\/blog.jetbrains.com\/pycharm\/2024\/08\/how-to-build-chatbots-with-langchain\/"},"modified":"2025-03-26T07:23:45","modified_gmt":"2025-03-26T06:23:45","slug":"how-to-build-chatbots-with-langchain","status":"publish","type":"pycharm","link":"https:\/\/blog.jetbrains.com\/ja\/pycharm\/2025\/03\/how-to-build-chatbots-with-langchain\/","title":{"rendered":"Python \u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\uff01LangChain \u3092\u6d3b\u7528\u3057\u305f\u5b9f\u88c5\u30ac\u30a4\u30c9"},"content":{"rendered":"<p><em>\u672c\u8a18\u4e8b\u306f\u3001\u3053\u306e\u696d\u754c\u3067\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a8\u30f3\u30b8\u30cb\u30a2\u3068 Python \u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u3092 17 \u5e74\u7d4c\u9a13\u3057\u3066\u3044\u308b <a href=\"https:\/\/blog.jetbrains.com\/pycharm\/2024\/08\/how-to-build-chatbots-with-langchain\/#author\" data-type=\"link\" data-id=\"https:\/\/blog.jetbrains.com\/pycharm\/2024\/08\/how-to-build-chatbots-with-langchain\/#author\">Dido Grigorov<\/a> \u306b\u3088\u3063\u3066\u5bc4\u7a3f\u3055\u308c\u305f\u3082\u306e\u3067\u3059\u3002<\/em><\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-554631 size-full\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/03\/pc-featured_blog_1280x720_jp-1.png\" alt=\"\" width=\"2560\" height=\"1440\" \/><\/figure>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u5358\u7d14\u306a\u8cea\u7591\u5fdc\u7b54\u30c4\u30fc\u30eb\u304b\u3089\u5927\u5e45\u306a\u9032\u5316\u3092\u9042\u3052\u3066\u3044\u307e\u3059\u3002 \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u529b\u3067\u4f1a\u8a71\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3057\u3001\u4eba\u9593\u306e\u3088\u3046\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u305d\u306e\u4ed6\u306e\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30b9\u306b\u304a\u3044\u3066\u8a08\u308a\u77e5\u308c\u306a\u3044\u307b\u3069\u8cb4\u91cd\u306a\u5b58\u5728\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e LangChain \u306f\u3001\u30e2\u30c7\u30eb\u306e\u7d71\u5408\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u7ba1\u7406\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3092\u5186\u6ed1\u5316\u3059\u308b\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u3088\u3046\u306a\u5bfe\u8a71\u578b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u30d7\u30ed\u30bb\u30b9\u3092\u5408\u7406\u5316\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u3067\u306f\u3001LangChain \u306e\u4ed5\u7d44\u307f\u3068\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068 LLM \u306e\u5bfe\u8a71\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3059\u3002 \u307e\u305f\u3001LangChain \u3068 GPT-3 \u3092\u4f7f\u7528\u3057\u3066\u6b63\u78ba\u304b\u3064\u95a2\u9023\u6027\u306e\u9ad8\u3044\u56de\u7b54\u3092\u8fd4\u3059\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u8a8d\u8b58\u578b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u624b\u9806\u3092\u6bb5\u968e\u7684\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p><!--more--><\/p>\n<h2 class=\"wp-block-heading\"><strong>LLM<\/strong><strong>\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3092\u6d3b\u7528\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u306f\uff1f<\/strong><\/h2>\n<p>LLM \u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3084\u97f3\u58f0\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u901a\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u4eba\u9593\u306e\u3088\u3046\u306a\u4f1a\u8a71\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u6700\u5148\u7aef\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3067\u3059\u3002 \u3053\u306e\u3088\u3046\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f LLM \u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3001\u3064\u307e\u308a\u306f\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5229\u7528\u3057\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u5165\u529b\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u5bfe\u3057\u3066\u4eba\u9593\u306e\u3088\u3046\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3068\u308a\u308f\u3051\u91cd\u8981\u306a\u306e\u306f\u3001LLM \u30d9\u30fc\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u969b\u306b\u4f1a\u8a71\u306e\u6587\u8108\u3092\u8003\u616e\u3067\u304d\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002 \u305d\u306e\u305f\u3081\u3001\u6570\u56de\u306e\u3084\u308a\u3068\u308a\u306e\u4e2d\u3067\u6574\u5408\u6027\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u8907\u96d1\u306a\u8cea\u554f\u3092\u51e6\u7406\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u610f\u56f3\u306b\u6cbf\u3063\u305f\u51fa\u529b\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u307e\u305f\u3001\u3053\u306e\u3088\u3046\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u306b\u542b\u307e\u308c\u308b\u611f\u60c5\u306e\u30c8\u30fc\u30f3\u3092\u5224\u65ad\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u6c17\u6301\u3061\u306b\u5408\u308f\u305b\u3066\u56de\u7b54\u3092\u8abf\u6574\u3057\u307e\u3059\u3002<\/p>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u9069\u5fdc\u529b\u3068\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u529b\u306b\u975e\u5e38\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002 \u30e6\u30fc\u30b6\u30fc\u3068\u306e\u5bfe\u8a71\u3092\u901a\u3057\u3066\u5b66\u7fd2\u3067\u304d\u308b\u305f\u3081\u3001\u500b\u3005\u4eba\u306e\u597d\u307f\u3084\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u56de\u7b54\u3092\u6539\u5584\u3057\u307e\u3059\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>LangChain \u3068\u306f\uff1f\u7279\u5fb4\u3068\u30e1\u30ea\u30c3\u30c8\u3092\u89e3\u8aac<\/strong><\/h2>\n<p>LangChain \u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u4f7f\u7528\u3057\u305f\u30a2\u30d7\u30ea\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002 \u305d\u306e\u3088\u3046\u306a\u30e2\u30c7\u30eb\u304b\u3089\u751f\u6210\u3055\u308c\u305f\u60c5\u5831\u3092\u3088\u308a\u9069\u5207\u306b\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3057\u306a\u304c\u3089\u3001\u9ad8\u3044\u7cbe\u5ea6\u3068\u95a2\u9023\u6027\u3092\u7dad\u6301\u3059\u308b\u30c4\u30fc\u30eb\u3068\u62bd\u8c61\u5316\u80fd\u529b\u304c\u5099\u308f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>LLM \u3092\u6271\u3063\u305f\u8a18\u4e8b\u3067\u306f\u300c\u30d7\u30ed\u30f3\u30d7\u30c8\u30c1\u30a7\u30fc\u30f3\u300d\u3068\u3044\u3046\u7528\u8a9e\u3092\u3088\u304f\u898b\u304b\u3051\u307e\u3059\u3002 \u30d7\u30ed\u30f3\u30d7\u30c8\u30c1\u30a7\u30fc\u30f3\u3068\u306f\u3001\u4eba\u5de5\u77e5\u80fd\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u6587\u8108\u3067\u4f7f\u7528\u3055\u308c\u308b\u4e00\u9023\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u547d\u4ee4\u3092\u6307\u3057\u3066\u304a\u308a\u3001AI \u30e2\u30c7\u30eb\u3092\u8907\u6570\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u7d4c\u3066\u8a98\u5c0e\u3057\u3001\u3088\u308a\u6b63\u78ba\u304b\u3064\u8a73\u7d30\u306a\u3001\u3042\u308b\u3044\u306f\u6d17\u7df4\u3055\u308c\u305f\u51fa\u529b\u3092\u751f\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u305f\u3082\u306e\u3067\u3059\u3002 \u3053\u306e\u624b\u6cd5\u306f\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3001\u554f\u984c\u89e3\u6c7a\u3001\u307e\u305f\u306f\u751f\u6210\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u958b\u767a\u8005\u306f LangChain \u3092\u4f7f\u7528\u3057\u3066\u65b0\u3057\u3044\u30d7\u30ed\u30f3\u30d7\u30c8\u30c1\u30a7\u30fc\u30f3\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u5f37\u307f\u306e\u4e00\u3064\u3067\u3059\u3002 \u307e\u305f\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u7528\u3059\u308b\u969b\u306b\u30e2\u30c7\u30eb\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u306a\u304f\u65e2\u5b58\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>LangChain \u306e\u4ed5\u7d44\u307f | \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u958b\u767a\u306b\u3069\u3046\u6d3b\u304b\u305b\u308b\u304b<\/strong><\/h2>\n<p>LangChain \u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3092\u7c21\u7d20\u5316\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002 \u958b\u767a\u8005\u304c\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u52b9\u7387\u3088\u304f\u69cb\u7bc9\u30fb\u7ba1\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u30c4\u30fc\u30eb\u4e00\u5f0f\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002 \u958b\u767a\u8005\u306f\u5fc5\u8981\u306a\u7d50\u679c\uff08\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3001\u30bf\u30b9\u30af\u306e\u81ea\u52d5\u5316\u3001\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30b9\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306a\u3069\uff09\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u3067\u3001LangChain \u3092\u4f7f\u7528\u3057\u3066\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u7279\u5b9a\u306e\u30d3\u30b8\u30cd\u30b9\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u67d4\u8edf\u306b\u9069\u5fdc\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u4ee5\u4e0b\u306f\u3001LangChain \u306e\u4ed5\u7d44\u307f\u3092\u7c21\u5358\u306b\u307e\u3068\u3081\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u30e2\u30c7\u30eb\u306e\u7d71\u5408<\/strong><\/h3>\n<p>LangChain \u306f\u3001<em>OpenAI\u3001Hugging Face\u3001Cohere\u3001Anyscale\u3001Azure Models\u3001Databricks\u3001Ollama\u3001Llama\u3001GPT4All\u3001Spacy\u3001Pinecone\u3001AWS Bedrock\u3001MistralAI<\/em> \u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u958b\u767a\u8005\u306f\u7c21\u5358\u306b\u30e2\u30c7\u30eb\u3092\u5207\u308a\u66ff\u3048\u305f\u308a\u30011 \u3064\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5185\u3067\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002 \u72ec\u81ea\u958b\u767a\u306e\u30e2\u30c7\u30eb\u7d71\u5408\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u308b\u305f\u3081\u3001\u7279\u5b9a\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5408\u3063\u305f\u7279\u5b9a\u306e\u6a5f\u80fd\u3092\u6d3b\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u30c1\u30a7\u30fc\u30f3<\/strong><\/h3>\n<p>LangChain \u306e\u4e2d\u5fc3\u3068\u306a\u3063\u3066\u3044\u308b\u306e\u306f\u3001\u8907\u6570\u306e\u7570\u306a\u308b AI \u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u9023\u643a\u3055\u305b\u3066\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5408\u3063\u305f\u56de\u7b54\u3092\u5b9f\u73fe\u3059\u308b<strong>\u30c1\u30a7\u30fc\u30f3<\/strong>\u3068\u3044\u3046\u6982\u5ff5\u3067\u3059\u3002 \u30c1\u30a7\u30fc\u30f3\u306f\u30e6\u30fc\u30b6\u30fc\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u6700\u7d42\u7684\u306a\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u307e\u3067\u306e\u4e00\u9023\u306e\u81ea\u52d5\u5316\u3055\u308c\u305f\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u8868\u3057\u3066\u304a\u308a\u3001 LangChain \u304c\u63d0\u4f9b\u3059\u308b\u30c1\u30a7\u30fc\u30f3\u306b\u306f\u4ee5\u4e0b\u306e 2 \u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u30b7\u30fc\u30b1\u30f3\u30b7\u30e3\u30eb\u30c1\u30a7\u30fc\u30f3:<\/strong> \u3053\u306e\u30c1\u30a7\u30fc\u30f3\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u3084\u95a2\u6570\u306e\u51fa\u529b\u3092\u5225\u306e\u30e2\u30c7\u30eb\u3084\u95a2\u6570\u306e\u5165\u529b\u3068\u3057\u3066\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u4e92\u3044\u306b\u4f9d\u5b58\u3059\u308b\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u4f5c\u6210\u3059\u308b\u5834\u5408\u306b\u5927\u3044\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<li><strong>\u4e26\u5217\u30c1\u30a7\u30fc\u30f3:<\/strong> \u8907\u6570\u306e\u30bf\u30b9\u30af\u3092\u540c\u6642\u306b\u5b9f\u884c\u53ef\u80fd\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u51fa\u529b\u304c\u6700\u5f8c\u306b\u7d50\u5408\u3055\u308c\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u5b8c\u5168\u306b\u72ec\u7acb\u3057\u305f\u30b5\u30d6\u30bf\u30b9\u30af\u306b\u5206\u5272\u53ef\u80fd\u306a\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u306e\u306b\u6700\u9069\u3067\u3059\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>\u30e1\u30e2\u30ea<\/strong><\/h3>\n<p>LangChain \u3067\u306f\u8907\u6570\u306e\u7570\u306a\u308b\u5bfe\u8a71\u9593\u3067\u5bb9\u6613\u306b\u60c5\u5831\u306e\u4fdd\u5b58\u3068\u53d6\u5f97\u3092\u884c\u3048\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u5bfe\u8a71\u578b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306a\u3069\u3067\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u7dad\u6301\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306b\u306f\u6b20\u304b\u305b\u307e\u305b\u3093\u3002 \u30e1\u30e2\u30ea\u3082\u4ee5\u4e0b\u306e 2 \u7a2e\u985e\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u77ed\u671f\u30e1\u30e2\u30ea<\/strong> &#8211; \u6700\u8fd1\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u8a18\u61b6\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u9577\u671f\u30e1\u30e2\u30ea<\/strong> &#8211; \u524d\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u60c5\u5831\u3092\u8a18\u61b6\u3059\u308b\u3053\u3068\u3067\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u904e\u53bb\u306e\u30c1\u30e3\u30c3\u30c8\u3068\u30e6\u30fc\u30b6\u30fc\u306e\u597d\u307f\u3092\u601d\u3044\u51fa\u3059\u6a5f\u80fd\u3092\u5f37\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>\u30c4\u30fc\u30eb\u3068\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3<\/strong><\/h3>\n<p>LangChain \u306b\u306f\u591a\u6570\u306e\u30c4\u30fc\u30eb\u304c\u5099\u308f\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u6700\u3082\u3088\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u306e\u306f<br \/>\nPrompt Engineering\u3001Data Loaders\u3001\u304a\u3088\u3073 Evaluators \u3067\u3059\u3002\u00a0 \u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u95a2\u3057\u3066\u8a00\u3048\u3070\u3001LangChain \u306b\u306f\u8a00\u8a9e\u30e2\u30c7\u30eb\u304b\u3089\u6700\u9069\u306a\u56de\u7b54\u3092\u5f97\u308b\u4e0a\u3067\u975e\u5e38\u306b\u91cd\u8981\u3068\u306a\u308b\u9ad8\u54c1\u8cea\u306a\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u958b\u767a\u3059\u308b\u305f\u3081\u306e\u30e6\u30fc\u30c6\u30a3\u30ea\u30c6\u30a3\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>csv\u3001pdf\u3001\u307e\u305f\u306f\u305d\u306e\u4ed6\u306e\u5f62\u5f0f\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u3080\u5834\u5408\u306f\u3001\u7a2e\u985e\u306e\u7570\u306a\u308b\u8907\u6570\u306e\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3093\u3067\u524d\u51e6\u7406\u3057\u3001\u30e2\u30c7\u30eb\u306e\u5bfe\u8a71\u3067\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b <strong>Data Loaders<\/strong> \u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u8a55\u4fa1\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u51e6\u7406\u3059\u308b\u4e0a\u3067\u975e\u5e38\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002 \u305d\u306e\u305f\u3081\u3001LangChain \u306f\u8a00\u8a9e\u30e2\u30c7\u30eb\u3084\u30c1\u30a7\u30fc\u30f3\u304c\u751f\u6210\u3057\u305f\u7d50\u679c\u304c\u5fc5\u8981\u306a\u57fa\u6e96\u3092\u6e80\u305f\u305b\u308b\u304b\u3069\u3046\u304b\u3092\u30c6\u30b9\u30c8\u3059\u308b\u305f\u3081\u306e <strong>Evaluators<\/strong> \u3068\u3044\u3046\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u57fa\u6e96\u3084\u8a55\u4fa1\u306b\u306f\u4ee5\u4e0b\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<p><strong>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u57fa\u6e96:<\/strong><\/p>\n<ul>\n<li><strong>\u624b\u52d5\u3067\u7cbe\u9078\u3055\u308c\u305f\u4f8b:<\/strong> \u307e\u305a\u306f\u8cea\u306e\u9ad8\u3044\u591a\u7a2e\u591a\u69d8\u306a\u5165\u529b\u304b\u3089\u59cb\u3081\u307e\u3059\u3002<\/li>\n<li><strong>\u5c65\u6b74\u30ed\u30b0:<\/strong> \u5b9f\u969b\u306e\u30e6\u30fc\u30b6\u30fc\u30c7\u30fc\u30bf\u3068\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u5408\u6210\u30c7\u30fc\u30bf:<\/strong> \u6700\u521d\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u4f8b\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p><strong>\u8a55\u4fa1\u306e\u7a2e\u985e:<\/strong><\/p>\n<ul>\n<li><strong>\u4eba\u9593\u306b\u3088\u308b\u8a55\u4fa1:<\/strong> \u624b\u52d5\u306e\u8a55\u4fa1\u3068\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3002<\/li>\n<li><strong>\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u8a55\u4fa1:<\/strong> \u30eb\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u95a2\u6570\u3002\u53c2\u7167\u306a\u3057\u3068\u53c2\u7167\u30d9\u30fc\u30b9\u306e\u4e21\u65b9\u3002<\/li>\n<li><strong>LLM \u306b\u3088\u308b\u8a55\u4fa1:<\/strong> LLM \u304c\u30a8\u30f3\u30b3\u30fc\u30c9\u3055\u308c\u305f\u57fa\u6e96\u306b\u57fa\u3065\u3044\u3066\u51fa\u529b\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30da\u30a2\u30ef\u30a4\u30ba\u8a55\u4fa1:<\/strong> 2 \u3064\u306e\u51fa\u529b\u3092\u6bd4\u8f03\u3057\u3001\u6700\u9069\u306a\u65b9\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p><strong>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8a55\u4fa1:<\/strong><\/p>\n<ul>\n<li><strong>\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8:<\/strong> \u9ad8\u901f\u306a\u30d2\u30e5\u30fc\u30ea\u30b9\u30c6\u30a3\u30c3\u30af\u30d9\u30fc\u30b9\u306e\u30c1\u30a7\u30c3\u30af\u3067\u3059\u3002<\/li>\n<li><strong>\u56de\u5e30\u30c6\u30b9\u30c8:<\/strong> \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6642\u9593\u5909\u5316\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30d0\u30c3\u30af\u30c6\u30b9\u30c8:<\/strong> \u672c\u756a\u30c7\u30fc\u30bf\u3092\u65b0\u3057\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u518d\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30aa\u30f3\u30e9\u30a4\u30f3\u8a55\u4fa1:<\/strong> \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u8a55\u4fa1\u3092\u884c\u3044\u3001\u591a\u304f\u306e\u5834\u5408\u306f\u30ac\u30fc\u30c9\u30ec\u30fc\u30eb\u3084\u5206\u985e\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<p><strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong><strong><br \/>\n<\/strong>LangChain \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306f\u57fa\u672c\u7684\u306b\u306f LLM \u3092\u5229\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u5bfe\u8a71\u3001\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u3001\u304a\u3088\u3073\u81ea\u7136\u8a00\u8a9e\u5165\u529b\u306b\u57fa\u3065\u304f\u6c7a\u5b9a\u3092\u884c\u3046\u81ea\u5f8b\u7684\u306a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3067\u3059\u3002<\/p>\n<p><strong>\u30a2\u30af\u30b7\u30e7\u30f3\u99c6\u52d5\u578b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>\u306f\u3001\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u30bf\u30b9\u30af\u306b\u6700\u9069\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5224\u65ad\u3059\u308b\u305f\u3081\u306b\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 \u4e00\u65b9\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u3088\u3046\u306a<strong>\u5bfe\u8a71\u578b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/strong>\u3084\u5bfe\u8a71\u578b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u305d\u308c\u3089\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u4f7f\u7528\u3057\u3001\u30af\u30a8\u30ea\u306b\u56de\u7b54\u3059\u308b\u969b\u306b\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3068\u4fdd\u5b58\u3055\u308c\u305f\u30e1\u30e2\u30ea\u3082\u8003\u616e\u3057\u307e\u3059\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068 LLM \u306e\u9023\u643a | LangChain \u306e\u6d3b\u7528\u65b9\u6cd5<\/strong><\/h2>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u57fa\u790e\u3068\u306a\u308b LLM \u306f\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\uff08NLU\uff09\u3068\u81ea\u7136\u8a00\u8a9e\u751f\u6210\uff08NLG\uff09\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u3001\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u30e2\u30c7\u30eb\u3092\u4e8b\u524d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\uff08NLU\uff09<\/strong><\/h3>\n<ul>\n<li><strong>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u8a8d\u8b58:<\/strong> LLM \u306f\u4f1a\u8a71\u306b\u542b\u307e\u308c\u308b\u5fae\u5999\u306a\u30cb\u30e5\u30a2\u30f3\u30b9\u3068\u6697\u793a\u3092\u7406\u89e3\u3057\u3001\u4f1a\u8a71\u306e\u6d41\u308c\u3092\u8ffd\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u3053\u306e\u305f\u3081\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u8ad6\u7406\u7684\u3067\u6587\u8108\u7684\u306b\u9069\u5207\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<li><strong>\u610f\u56f3\u306e\u8a8d\u8b58:<\/strong> \u7279\u6b8a\u306a\u8a00\u8a9e\u3067\u3042\u308b\u304b\u975e\u5e38\u306b\u4e00\u822c\u7684\u306a\u8a00\u8a9e\u3067\u3042\u308b\u304b\u3092\u554f\u308f\u305a\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u304b\u3089\u305d\u306e\u610f\u56f3\u3092\u7406\u89e3\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30e6\u30fc\u30b6\u30fc\u304c\u9054\u6210\u3057\u305f\u3044\u3053\u3068\u3092\u8a8d\u8b58\u3057\u3001\u305d\u306e\u76ee\u6a19\u306b\u5230\u9054\u3059\u308b\u305f\u3081\u306e\u6700\u9069\u306a\u624b\u6bb5\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790:<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u8a00\u8449\u306e\u30c8\u30fc\u30f3\u304b\u3089\u30e6\u30fc\u30b6\u30fc\u306e\u611f\u60c5\u3092\u5224\u5b9a\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u611f\u60c5\u306e\u72b6\u614b\u306b\u9069\u5fdc\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>\u81ea\u7136\u8a00\u8a9e\u751f\u6210\uff08NLG\uff09<\/strong><\/h3>\n<ul>\n<li><strong>\u5fdc\u7b54\u306e\u751f\u6210:<\/strong> LLM \u306b\u8cea\u554f\u3059\u308b\u3068\u3001\u6587\u6cd5\u3068\u6587\u8108\u306e\u4e21\u65b9\u306b\u304a\u3044\u3066\u6b63\u3057\u3044\u56de\u7b54\u304c\u8fd4\u3055\u308c\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u304c\u5927\u91cf\u306e\u81ea\u7136\u8a00\u8a9e\u306e\u30c6\u30ad\u30b9\u30c8\u5f62\u5f0f\u30c7\u30fc\u30bf\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u304a\u308a\u3001\u4eba\u9593\u306e\u5bfe\u8a71\u3092\u6a21\u5023\u3057\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3067\u3059\u3002<\/li>\n<li><strong>\u5275\u9020\u6027\u3068\u67d4\u8edf\u6027:<\/strong> LLM \u30d9\u30fc\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u5358\u7d14\u306a\u56de\u7b54\u3060\u3051\u3067\u306a\u304f\u3001\u30b9\u30c8\u30fc\u30ea\u30fc\u3092\u8a9e\u3063\u305f\u308a\u3001\u8a69\u3092\u4f5c\u6210\u3057\u305f\u308a\u3001\u7279\u5b9a\u306e\u6280\u8853\u554f\u984c\u3092\u8a73\u7d30\u306b\u8aac\u660e\u3057\u305f\u308a\u3067\u304d\u308b\u305f\u3081\u3001\u63d0\u4f9b\u3055\u308c\u308b\u5185\u5bb9\u306b\u3064\u3044\u3066\u975e\u5e38\u306b\u67d4\u8edf\u3067\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u5316\u3068\u9069\u5fdc\u529b<\/strong><\/h3>\n<ul>\n<li><strong>\u5bfe\u8a71\u304b\u3089\u5b66\u7fd2:<\/strong> \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3084\u9078\u629e\u5185\u5bb9\u304b\u3089\u5b66\u7fd2\u3059\u308b\u80fd\u529b\u304c\u3042\u308b\u305f\u3081\u3001\u5bfe\u8a71\u3092\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002 \u5b66\u7fd2\u306f\u7d99\u7d9a\u7684\u306b\u884c\u308f\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306b\u3088\u308b\u8cea\u554f\u3078\u306e\u56de\u7b54\u304c\u3088\u308a\u52b9\u679c\u7684\u304b\u3064\u6b63\u78ba\u306b\u306a\u3063\u3066\u3044\u308b\u3068\u8a00\u3048\u307e\u3059\u3002<\/li>\n<li><strong>\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3078\u306e\u9069\u5fdc:<\/strong> LLM \u306f\u7279\u5b9a\u306e\u9818\u57df\u3084\u5c02\u9580\u5206\u91ce\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3067\u304d\u308b\u305f\u3081\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30ab\u30b9\u30bf\u30de\u30fc\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u3001\u6280\u8853\u30b5\u30dd\u30fc\u30c8\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u5206\u91ce\u306e\u4e3b\u984c\u5c02\u9580\u5bb6\u306e\u5f79\u76ee\u3092\u679c\u305f\u305b\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>LLM \u306f\u8907\u6570\u306e\u8a00\u8a9e\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u7406\u89e3\u3057\u3066\u751f\u6210\u3067\u304d\u308b\u305f\u3081\u3001\u3055\u307e\u3056\u307e\u306a\u8a00\u8a9e\u306e\u6587\u8108\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u305f\u3082\u306e\u306b\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2 class=\"wp-block-heading\"><strong> LangChain \u3092\u4f7f\u3063\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u958b\u767a\u3059\u308b 5 \u3064\u306e\u624b\u9806<\/strong><\/h2>\n<p>\u3053\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001GPT-3 \u3092\u5229\u7528\u3057\u3066\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5185\u306e\u56de\u7b54\u3092\u691c\u7d22\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002 \u307e\u305a\u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u8a18\u4e8b\u304b\u3089\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u53ce\u96c6\u3057\u3001\u305d\u308c\u3092\u5c0f\u3055\u306a\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3057\u3001\u57cb\u3081\u8fbc\u307f\u3092\u8a08\u7b97\u3057\u3066\u304b\u3089 Deep Lake \u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002 \u6b21\u306f\u30e6\u30fc\u30b6\u30fc\u30af\u30a8\u30ea\u3092\u4f7f\u7528\u3057\u3066 Deep Lake \u304b\u3089\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u3001\u305d\u308c\u3092 LLM \u3092\u4f7f\u7528\u3057\u3066\u6700\u7d42\u7684\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n<p>LLM \u306e\u4f7f\u7528\u306b\u969b\u3057\u3066\u306f\u3001\u6839\u62e0\u306e\u306a\u3044\u60c5\u5831\u3084\u8aa4\u3063\u305f\u60c5\u5831\u304c\u751f\u6210\u3055\u308c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u3053\u308c\u306f\u591a\u304f\u306e\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u8a31\u5bb9\u3067\u304d\u306a\u3044\u3053\u3068\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u305d\u308c\u3067\u3082\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30aa\u30da\u30ec\u30fc\u30bf\u30fc\u304c\u30e6\u30fc\u30b6\u30fc\u306b\u56de\u7b54\u3092\u9001\u4fe1\u3059\u308b\u524d\u306b\u4e0b\u66f8\u304d\u3092\u78ba\u8a8d\u3059\u308b\u306e\u306b\u5927\u3044\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306f GPT-3 \u3068\u306e\u4f1a\u8a71\u306e\u7ba1\u7406\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3001\u3053\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u6709\u52b9\u6027\u3092\u793a\u3059\u4f8b\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u30b9\u30c6\u30c3\u30d7 1: \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210\u3001\u524d\u63d0\u6761\u4ef6\u3001\u304a\u3088\u3073\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/strong><\/h3>\n<p>\u307e\u305a\u306f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u7528\u306e PyCharm \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002 <a href=\"https:\/\/www.jetbrains.com\/ja-jp\/pycharm\/\" target=\"_blank\" rel=\"noopener\" data-type=\"link\" data-id=\"https:\/\/www.jetbrains.com\/ja-jp\/pycharm\/\">Pycharm<\/a> \u3092\u958b\u3044\u3066 \u201cNew Project\u201d\uff08\u65b0\u898f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff09\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002 \u305d\u3057\u3066\u3001\u305d\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u540d\u524d\u3092\u4ed8\u3051\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full is-style-default\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-504042\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/unnamed-1.png\" alt=\"PyCharm \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210\" width=\"780\" height=\"638\" \/><\/figure>\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u6e96\u5099\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001&#8217;<code>OPENAI_API_KEY<\/code>&#8216; \u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b <a href=\"https:\/\/platform.openai.com\/docs\/overview\" target=\"_blank\" rel=\"noopener\">OpenAI API Platform \u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8<\/a>\u306b\u30ed\u30b0\u30a4\u30f3\uff08\u307e\u305f\u306f\u305d\u306e\u76ee\u7684\u3067 OpenAI \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u767b\u9332\uff09\u3057\u307e\u3059\u3002 \u751f\u6210\u3059\u308b\u306b\u306f\u5de6\u306e\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u30e1\u30cb\u30e5\u30fc\u3067 &#8220;API Keys&#8221; \u30bb\u30af\u30b7\u30e7\u30f3\u306b\u79fb\u52d5\u3057\u3001&#8221;+Create new secret key&#8221; \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002 \u5fd8\u308c\u305a\u306b\u9375\u3092\u30b3\u30d4\u30fc\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u305d\u306e\u5f8c\u3001<a href=\"https:\/\/www.activeloop.ai\/\" target=\"_blank\" rel=\"noopener\">Activeloop \u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8<\/a>\u306b\u767b\u9332\u3057\u3066 &#8216;<code>ACTIVELOOP_TOKEN<\/code>&#8216; \u3092\u53d6\u5f97\u3057\u307e\u3059\u3002 \u30ed\u30b0\u30a4\u30f3\u5b8c\u4e86\u5f8c\u306b &#8220;Create API Token&#8221; \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u30c8\u30fc\u30af\u30f3\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u30da\u30fc\u30b8\u306b\u9032\u307f\u307e\u3059\u3002 \u3053\u306e\u30c8\u30fc\u30af\u30f3\u3082\u30b3\u30d4\u30fc\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\u30c8\u30fc\u30af\u30f3\u3068\u9375\u306e\u4e21\u65b9\u3092\u5165\u624b\u3057\u305f\u3089\u3001PyCharm \u3067\u69cb\u6210\u306e\u8a2d\u5b9a\u3092\u958b\u304d\u307e\u3059\u3002\u5b9f\u884c\/\u30c7\u30d0\u30c3\u30b0\u30dc\u30bf\u30f3\u306e\u6a2a\u306b\u3042\u308b\u4e09\u70b9\u30ea\u30fc\u30c0\u30fc\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001&#8221;Edit&#8221;\uff08\u7de8\u96c6\uff09\u3092\u9078\u629e\u3057\u307e\u3059\u3002 \u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-504079\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/unnamed-3.png\" alt=\"PyCharm \u306e\u5b9f\u884c\/\u30c7\u30d0\u30c3\u30b0\u69cb\u6210\" width=\"1382\" height=\"989\" \/><\/figure>\n<p>&#8220;Environment variables&#8221;\uff08\u74b0\u5883\u5909\u6570\uff09\u3068\u3044\u3046\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u63a2\u3057\u3001\u305d\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u53f3\u5074\u306b\u3042\u308b\u30a2\u30a4\u30b3\u30f3\u3092\u898b\u3064\u3051\u307e\u3059\u3002 \u305d\u308c\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30a6\u30a3\u30f3\u30c9\u30a6\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-544577\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/02\/unnamed-1.png\" alt=\"PyCharm \u306e\u74b0\u5883\u5909\u6570\" width=\"1382\" height=\"989\" \/><\/figure>\n<p>\u6b21\u306f + \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u74b0\u5883\u5909\u6570\u306e\u8ffd\u52a0\u3092\u59cb\u3081\u3066\u304f\u3060\u3055\u3044\u3002\u306a\u304a\u3001\u74b0\u5883\u5909\u6570\u306e\u540d\u524d\u306b\u306f\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u3053\u308c\u3089\u306e\u540d\u524d\u306f\u524d\u8ff0\u306e &#8216;<code>OPENAI_API_KEY<\/code>&#8216; \u3068 &#8216;<code>ACTIVELOOP_TOKEN<\/code>&#8216; \u3068\u540c\u3058\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u6e96\u5099\u304c\u3067\u304d\u305f\u3089\u3001\u6700\u521d\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u3067 &#8220;OK&#8221; \u3092\u30ea\u30c3\u30af\u3057\u30012 \u3064\u76ee\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u3067 &#8220;Apply&#8221;\uff08\u9069\u7528\uff09 \u3068 &#8220;OK&#8221; \u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<p>PyCharm \u306f\u74b0\u5883\u5909\u6570\u3092\u8ffd\u52a0\u3067\u547c\u3073\u51fa\u3055\u306a\u304f\u3066\u3082\u81ea\u52d5\u7684\u306b\u51e6\u7406\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u5275\u9020\u529b\u304c\u8981\u6c42\u3055\u308c\u308b\u30b3\u30fc\u30c9\u7b87\u6240\u306b\u3088\u308a\u5c02\u5ff5\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f PyCharm \u306e\u975e\u5e38\u306b\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u3067\u3042\u308a\u3001\u79c1\u304c\u975e\u5e38\u306b\u6c17\u306b\u5165\u3063\u3066\u3044\u308b\u70b9\u3067\u3059\u3002<\/p>\n<p><em>\u6ce8\u610f: <\/em><strong><em>Activeloop<\/em><\/strong><em> \u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u4eba\u5de5\u77e5\u80fd\u7528\u306e\u30c7\u30fc\u30bf\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068\u30c4\u30fc\u30eb\u306e\u958b\u767a\u306b\u6ce8\u529b\u3057\u3066\u3044\u308b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u4f1a\u793e\u3067\u3059\u3002 \u540c\u793e\u306f\u3001\u7279\u306b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3084\u305d\u306e\u4ed6\u306e AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5411\u3051\u306b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7ba1\u7406\u3001\u4fdd\u5b58\u3001\u304a\u3088\u3073\u51e6\u7406\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u5408\u7406\u5316\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/em><\/p>\n<p><strong><em>Deep Lake<\/em><\/strong><em> \u306f ActiveLoop \u306e\u4e3b\u529b\u88fd\u54c1\u3067\u3059\u3002 AI \u3067\u3088\u304f\u4f7f\u7528\u3055\u308c\u308b\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u9ad8\u52b9\u7387\u306a\u30c7\u30fc\u30bf\u306e\u4fdd\u7ba1\u3001\u7ba1\u7406\u3001\u304a\u3088\u3073\u30a2\u30af\u30bb\u30b9\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/em><\/p>\n<h4 class=\"wp-block-heading\"><strong>\u5fc5\u8981\u306a<strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092<\/strong><\/strong><strong>\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/strong><\/h4>\n<p>\u3053\u3053\u3067\u306f LangChain \u306e &#8216;<code>SeleniumURLLoader<\/code>&#8216; \u30af\u30e9\u30b9\u3092\u4f7f\u7528\u3057\u307e\u3059\u304c\u3001\u3053\u306e\u30af\u30e9\u30b9\u306f &#8216;<code>unstructured<\/code>&#8216; \u304a\u3088\u3073 &#8216;<code>selenium<\/code>&#8216; Python \u30e9\u30a4\u30d6\u30e9\u30ea\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002 pip \u3092\u4f7f\u7528\u3057\u3066\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\u00a0 \u3053\u306e\u30b3\u30fc\u30c9\u306f\u30d0\u30fc\u30b8\u30e7\u30f3 0.7.7 \u306b\u9650\u5b9a\u3057\u3066\u30c6\u30b9\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n<p>\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u306b\u306f\u3001PyCharm \u30bf\u30fc\u30df\u30ca\u30eb\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">pip install unstructured selenium<\/pre>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-544604\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/02\/Install-Selenium-1.png\" alt=\"\" width=\"1385\" height=\"991\" \/><\/figure>\n<p>\u6b21\u306f <code>langchain<\/code>\u3001<code>deeplake<\/code>\u3001\u304a\u3088\u3073 <code>openai<\/code> \u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u3092\u884c\u3046\u306b\u306f\u3001\u30bf\u30fc\u30df\u30ca\u30eb\uff08Selenium \u3067\u4f7f\u7528\u3057\u305f\u306e\u3068\u540c\u3058\u30a6\u30a3\u30f3\u30c9\u30a6\uff09\u3067\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3001\u3059\u3079\u3066\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5b8c\u4e86\u3059\u308b\u307e\u3067\u5c11\u3057\u5f85\u3061\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">pip install langchain==0.0.208 deeplake openai==0.27.8 psutil tiktoken<\/pre>\n<p>\u3059\u3079\u3066\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u9069\u5207\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u306b\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30a2\u30d7\u30ea\u306b\u5fc5\u8981\u306a\u4ee5\u4e0b\u306e\u884c\u3092\u8ffd\u52a0\u3057\u3066 &#8220;Run&#8221;\uff08\u5b9f\u884c\uff09\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">from langchain.embeddings.openai import OpenAIEmbeddings\n\nfrom langchain.vectorstores import DeepLake\n\nfrom langchain.text_splitter import CharacterTextSplitter\n\nfrom langchain import OpenAI\n\nfrom langchain.document_loaders import SeleniumURLLoader\n\nfrom langchain import PromptTemplate<\/pre>\n<p>\u30e9\u30a4\u30d6\u30e9\u30ea\u306f PyCharm \u306e\u8a2d\u5b9a\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3067\u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002 \u8a2d\u5b9a\u3092\u958b\u304d\u3001&#8221;Project&#8221;\uff08\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff09 -&gt; &#8220;Python Interpreter&#8221;\uff08Python \u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u30fc\uff09\u306e\u753b\u9762\u306b\u79fb\u52d5\u3057\u307e\u3059\u3002 \u6b21\u306b + \u30dc\u30bf\u30f3\u3092\u63a2\u3057\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u691c\u7d22\u3057\u3066 &#8220;Install Package&#8221;\uff08\u30d1\u30c3\u30b1\u30fc\u30b8\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff09\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002 \u5b8c\u4e86\u3057\u305f\u3089\u753b\u9762\u3092\u9589\u3058\u3001\u6b21\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u3067 &#8220;Apply&#8221;\uff08\u9069\u7528\uff09\u3068 &#8220;OK&#8221; \u3092\u7d9a\u3051\u3066\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-503888\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/image-38.png\" alt=\"PyCharm \u306e Python \u30a4\u30f3\u30bf\u30fc\u30d7\u30ea\u30bf\u30fc\" width=\"1012\" height=\"759\" \/><\/figure>\n<h3 class=\"wp-block-heading\"><strong>\u30b9\u30c6\u30c3\u30d7 2: \u5185\u5bb9\u306e\u30c1\u30e3\u30f3\u30af\u3078\u306e\u5206\u5272\u3068\u57cb\u3081\u8fbc\u307f\u306e\u8a08\u7b97<\/strong><\/h3>\n<p>\u524d\u8ff0\u306e\u3088\u3046\u306b\u3001\u3053\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u8a18\u4e8b\u304b\u3089\u53d6\u5f97\u3059\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u3068\u300c\u5bfe\u8a71\u300d\u3057\u307e\u3059\u3002\u305d\u3053\u3067\u3001Digitaltrends.com \u3092\u30c7\u30fc\u30bf\u306e\u30bd\u30fc\u30b9\u306b\u9078\u3073\u3001\u307e\u305a\u306f 8 \u3064\u306e\u8a18\u4e8b\u3092\u9078\u3073\u307e\u3057\u305f\u3002 \u3053\u308c\u3089\u306e\u30bd\u30fc\u30b9\u306f\u3059\u3079\u3066 Python \u30ea\u30b9\u30c8\u306b\u307e\u3068\u3081\u3089\u308c\u3001\u201carticles\u201d \u3068\u3044\u3046\u5909\u6570\u306b\u4ee3\u5165\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\">articles = ['https:\/\/www.digitaltrends.com\/computing\/claude-sonnet-vs-gpt-4o-comparison\/',\n           'https:\/\/www.digitaltrends.com\/computing\/apple-intelligence-proves-that-macbooks-need-something-more\/',\n           'https:\/\/www.digitaltrends.com\/computing\/how-to-use-openai-chatgpt-text-generation-chatbot\/',\n           'https:\/\/www.digitaltrends.com\/computing\/character-ai-how-to-use\/',\n           'https:\/\/www.digitaltrends.com\/computing\/how-to-upload-pdf-to-chatgpt\/']<\/pre>\n<p>\u6307\u5b9a\u3055\u308c\u305f URL \u304b\u3089\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u8aad\u307f\u8fbc\u307f\u3001&#8217;<code>CharacterTextSplitter<\/code>&#8216; \u3092\u4f7f\u7528\u3057\u3066\u305d\u308c\u3089\u3092\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba 1000 \u306e\u91cd\u8907\u3057\u306a\u3044\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Use the selenium to load the documents\nloader = SeleniumURLLoader(urls=articles)\ndocs_not_splitted = loader.load()\n\n# Split the documents into smaller chunks\ntext_splitter = CharacterTextSplitter(chunk_size=1000, chunk_overlap=0)\ndocs = text_splitter.split_documents(docs_not_splitted)<\/pre>\n<p>\u3053\u306e\u6642\u70b9\u307e\u3067\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u7279\u306b\u554f\u984c\u306a\u3051\u308c\u3070\u4ee5\u4e0b\u306e\u51fa\u529b\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n<p><em><code>[Document(page_content=\"techcrunch\\n\\ntechcrunch\\n\\nWe, TechCrunch, are part of the Yahoo family of brandsThe sites and apps that we own and operate, including Yahoo and AOL, and our digital advertising service, Yahoo Advertising.Yahoo family of brands.\\n\\n\u00a0 \u00a0 When you use our sites and apps, we use \\n\\nCookiesCookies (including similar technologies such as web storage) allow the operators of websites and apps to store and read information from your device. Learn more in our cookie policy.cookies to:\\n\\nprovide our sites and apps to you\\n\\nauthenticate users, apply security measures, and prevent spam and abuse, and\\n\\nmeasure your use of our sites and apps\\n\\n\u00a0 \u00a0 If you click '\", metadata={'source':\u00a0\u2026\u2026\u2026\u2026\u2026]<\/code><\/em><\/p>\n<p>\u6b21\u306f OpenAIEmbeddings \u3092\u4f7f\u7528\u3057\u3066\u57cb\u3081\u8fbc\u307f\u3092\u751f\u6210\u3057\u3001\u30af\u30e9\u30a6\u30c9\u3067\u30db\u30b9\u30c8\u3055\u308c\u3066\u3044\u308b Deep Lake \u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306b\u305d\u308c\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002 \u7406\u60f3\u3092\u8a00\u3048\u3070\u3001\u672c\u756a\u74b0\u5883\u3067\u306f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u5168\u4f53\u307e\u305f\u306f\u30b3\u30fc\u30b9\u306e\u30ec\u30c3\u30b9\u30f3\u3092 Deep Lake \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u6570\u5343\u4ef6\u3001\u3055\u3089\u306b\u306f\u6570\u767e\u4e07\u4ef6\u3082\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u691c\u7d22\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u305f\u3044\u3068\u3053\u308d\u3067\u3059\u3002<\/p>\n<p>\u30af\u30e9\u30a6\u30c9\u5185\u306e\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9 Deep Lake \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6d3b\u7528\u3059\u308b\u3068\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u5c02\u7528\u306e\u30de\u30b7\u30f3\u306b\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u306a\u304f\u3066\u3082\u3001\u8907\u6570\u306e\u5834\u6240\u306b\u3042\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u4e00\u5143\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h4 class=\"wp-block-heading\"><strong>\u57cb\u3081\u8fbc\u307f\u3068\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30c1\u30e3\u30f3\u30af\u306b\u3059\u308b\u7406\u7531<\/strong><\/h4>\n<p>LangChain \u3092\u4f7f\u7528\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u52b9\u7387\u3001\u6b63\u78ba\u6027\u3001\u304a\u3088\u3073\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u95a2\u9023\u3059\u308b\u3044\u304f\u3064\u304b\u306e\u7406\u7531\u306b\u3088\u308a\u3001\u57cb\u3081\u8fbc\u307f\u3068\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30c1\u30e3\u30f3\u30af\u5316\u304c\u4e0d\u53ef\u6b20\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u57cb\u3081\u8fbc\u307f<\/strong>\u306f\u30c6\u30ad\u30b9\u30c8\uff08\u5358\u8a9e\u3001\u6587\u3001\u6bb5\u843d\u3001\u307e\u305f\u306f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff09\u306e\u610f\u5473\u8ad6\u4e0a\u306e\u610f\u5473\u3092\u6349\u3048\u3001\u305d\u308c\u3092\u30d9\u30af\u30c8\u30eb\u3067\u8868\u73fe\u3057\u305f\u3082\u306e\u3067\u3059\u3002 \u57cb\u3081\u8fbc\u307f\u306f\u5358\u8a9e\u306e\u6587\u8108\u3068\u610f\u5473\u3092\u6570\u5024\u5f62\u5f0f\u3067\u30ab\u30d7\u30bb\u30eb\u5316\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u30cb\u30e5\u30a2\u30f3\u30b9\u3001\u540c\u7fa9\u8a9e\u3001\u304a\u3088\u3073\u5358\u8a9e\u9593\u306e\u95a2\u4fc2\u3092\u6349\u3048\u3066\u7406\u89e3\u3057\u3001\u6587\u8108\u7684\u306b\u9069\u5207\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u57cb\u3081\u8fbc\u307f\u3092\u5229\u7528\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u3068\u610f\u5473\u8ad6\u7684\u306b\u6700\u3082\u95a2\u9023\u6027\u306e\u3042\u308b\u60c5\u5831\u306e\u30c1\u30e3\u30f3\u30af\u3092\u7167\u5408\u3067\u304d\u308b\u305f\u3081\uff08\u6587\u8a00\u306b\u9055\u3044\u304c\u3042\u308b\u5834\u5408\u3082\u53ef\u80fd\uff09\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u304b\u3089\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u56de\u7b54\u3084\u60c5\u5831\u3092\u3059\u3050\u306b\u767a\u898b\u3057\u3066\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u305d\u308c\u3068\u306f\u9006\u306b\u3001<strong>\u30c1\u30e3\u30f3\u30af\u5316<\/strong>\u306b\u306f\u5927\u304d\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u3088\u308a\u5c0f\u3055\u306a\u6271\u3044\u3084\u3059\u3044\u5358\u4f4d\u3084\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3059\u308b\u4f5c\u696d\u304c\u4f34\u3044\u307e\u3059\u3002 \u30c1\u30e3\u30f3\u30af\u304c\u5c0f\u3055\u3044\u307b\u3069\u3001\u5927\u304d\u306a\u5358\u4e00\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3088\u308a\u3082\u9ad8\u901f\u306b\u51e6\u7406\u30fb\u5206\u6790\u3067\u304d\u307e\u3059\u3002 \u305d\u306e\u7d50\u679c\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304b\u3089\u306e\u56de\u7b54\u6642\u9593\u304c\u77ed\u7e2e\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30c1\u30e3\u30f3\u30af\u5316\u3059\u308b\u3068\u3001\u51fa\u529b\u306e\u95a2\u9023\u6027\u3092\u9ad8\u3081\u308b\u306e\u306b\u3082\u5f79\u7acb\u3061\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u8cea\u554f\u3059\u308b\u969b\u3001\u305d\u306e\u5bfe\u8c61\u306f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u7279\u5b9a\u7b87\u6240\u306e\u307f\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3067\u3059\u3002 \u30c1\u30e3\u30f3\u30af\u5316\u306b\u3088\u3063\u3066\u30b7\u30b9\u30c6\u30e0\u304c\u95a2\u9023\u3059\u308b\u90e8\u5206\u306e\u307f\u3092\u7279\u5b9a\u3057\u3066\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u305f\u3081\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u3088\u308a\u6b63\u78ba\u3067\u7cbe\u5ea6\u306e\u9ad8\u3044\u56de\u7b54\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3067\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u623b\u308a\u307e\u3057\u3087\u3046\u3002\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092 Activeloop \u306e\u7d44\u7e54 ID \u3092\u542b\u3081\u308b\u5f62\u3067\u66f4\u65b0\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u7d44\u7e54 ID \u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u30e6\u30fc\u30b6\u30fc\u540d\u3068\u540c\u3058\u3067\u3042\u308b\u3053\u3068\u3092\u899a\u3048\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># TODO: use your organization id here. (by default, org id is your username)\nmy_activeloop_org_id = \"didogrigorov\"\nmy_activeloop_dataset_name = \"jetbrains_article_dataset\"\ndataset_path = f\"hub:\/\/{my_activeloop_org_id}\/{my_activeloop_dataset_name}\"\ndb = DeepLake(dataset_path=dataset_path, embedding_function=embeddings)\n\n\n# add documents to our Deep Lake dataset\ndb.add_documents(docs)<\/pre>\n<p>\u79c1\u306f Python \u306e\u30b3\u30e1\u30f3\u30c8\u306b TODO \u30e1\u30e2\u3092\u76f4\u63a5\u8ffd\u52a0\u3067\u304d\u308b\u3068\u3044\u3046 PyCharm \u306e\u7d20\u6674\u3089\u3057\u3044\u6a5f\u80fd\u3082\u6c17\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002 \u300cTODO\u300d\u3092\u5927\u6587\u5b57\u3067\u5165\u529b\u3059\u308b\u3068\u3001\u3059\u3079\u3066\u306e\u30e1\u30e2\u304c PyCharm \u5185\u306e 1 \u7b87\u6240\u306b\u96c6\u7d04\u3055\u308c\u3001\u305d\u3053\u3067\u3059\u3079\u3066\u306e\u9805\u76ee\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># TODO: use your organization id here. (by default, org id is your username)<\/pre>\n<p>\u9805\u76ee\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u3001PyCharm \u306b\u305d\u306e\u9805\u76ee\u304c\u5b58\u5728\u3059\u308b\u30b3\u30fc\u30c9\u5185\u306e\u5834\u6240\u304c\u76f4\u63a5\u8868\u793a\u3055\u308c\u307e\u3059\u3002 \u958b\u767a\u8005\u306e\u65b9\u306b\u306f\u975e\u5e38\u306b\u4fbf\u5229\u3060\u3068\u601d\u3044\u307e\u3059\u3002\u3044\u3064\u3067\u3082\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-503899\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/image-39.png\" alt=\"PyCharm \u5185\u306e Python \u30b3\u30e1\u30f3\u30c8\u306e TODO \u30e1\u30e2\" width=\"1445\" height=\"993\" \/><\/figure>\n<p>\u3053\u306e\u6642\u70b9\u307e\u3067\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u7279\u306b\u554f\u984c\u306a\u3051\u308c\u3070\u4ee5\u4e0b\u306e\u51fa\u529b\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-504068\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/unnamed-2.png\" alt=\"PyCharm \u3067\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30fc\u30c8\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\" width=\"1377\" height=\"989\" \/><\/figure>\n<p>\u7279\u5b9a\u306e\u30af\u30a8\u30ea\u306b\u6700\u3082\u985e\u4f3c\u3057\u305f\u30c1\u30e3\u30f3\u30af\u3092\u898b\u3064\u3051\u308b\u306b\u306f\u3001Deep Lake \u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u304c\u63d0\u4f9b\u3059\u308b similarity_search \u30e1\u30bd\u30c3\u30c9 \u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Check the top relevant documents to a specific query\nquery = \"how to check disk usage in linux?\"\ndocs = db.similarity_search(query)\nprint(docs[0].page_content)<\/pre>\n<h3 class=\"wp-block-heading\"><strong>\u30b9\u30c6\u30c3\u30d7 3: GPT-3 \u7528\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f5c\u6210<\/strong><\/h3>\n<p>\u30ed\u30fc\u30eb\u30d7\u30ed\u30f3\u30d7\u30c6\u30a3\u30f3\u30b0\u3001\u95a2\u9023\u3059\u308b\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u30c7\u30fc\u30bf\u3001\u304a\u3088\u3073\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u7d44\u307f\u8fbc\u3093\u3060\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002 \u3053\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3067\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30da\u30eb\u30bd\u30ca\u3092\u512a\u308c\u305f\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u62c5\u5f53\u8005\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002 \u3053\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306f\u3001\u4e8b\u524d\u306b\u6574\u5f62\u3055\u308c\u305f\u8a18\u4e8b\u306e\u5f15\u7528\u3092\u542b\u3080 chunks_formatted \u3068\u9867\u5ba2\u306e\u8cea\u554f\u3092\u8868\u3059 query \u306e 2 \u3064\u306e\u5165\u529b\u5909\u6570\u3092\u53d7\u3051\u4ed8\u3051\u307e\u3059\u3002 \u305d\u306e\u76ee\u6a19\u306f\u3001\u634f\u9020\u3055\u308c\u305f\u60c5\u5831\u3084\u4e0d\u6b63\u78ba\u306a\u60c5\u5831\u3092\u907f\u3051\u3001\u7279\u5b9a\u306e\u30c1\u30e3\u30f3\u30af\u3060\u3051\u306b\u57fa\u3065\u304f\u6b63\u78ba\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<h3 class=\"wp-block-heading\"><strong>\u30b9\u30c6\u30c3\u30d7 4: \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u6a5f\u80fd\u306e\u69cb\u7bc9<\/strong><\/h3>\n<p>\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u307e\u305a\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u306b\u6700\u3082\u985e\u4f3c\u3057\u305f top-k\uff08top-3 \u306a\u3069\uff09\u306e\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002 \u305d\u306e\u5f8c\u3001\u3053\u308c\u3089\u306e\u30c1\u30e3\u30f3\u30af\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u6574\u5f62\u3055\u308c\u3001temperature \u3092 0 \u306b\u8a2d\u5b9a\u3057\u3066 GPT-3 \u30e2\u30c7\u30eb\u306b\u9001\u4fe1\u3055\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># user question\nquery = \"How to check disk usage in linux?\"\n\n# retrieve relevant chunks\ndocs = db.similarity_search(query)\nretrieved_chunks = [doc.page_content for doc in docs]\n\n# format the prompt\nchunks_formatted = \"\\n\\n\".join(retrieved_chunks)\nprompt_formatted = prompt.format(chunks_formatted=chunks_formatted, query=query)\n\n# generate answer\nllm = OpenAI(model=\"gpt-3.5-turbo-instruct\", temperature=0)\nanswer = llm(prompt_formatted)\nprint(answer)<\/pre>\n<p>\u4f55\u3082\u554f\u984c\u306a\u3051\u308c\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u51fa\u529b\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n<p><em><code>To upload a PDF to ChatGPT, first log into the website and click the paperclip icon next to the text input field. Then, select the PDF from your local hard drive, Google Drive, or Microsoft OneDrive. Once attached, type your query or question into the prompt field and click the upload button. Give the system time to analyze the PDF and provide you with a response.<\/code><\/em><\/p>\n<h3 class=\"wp-block-heading\"><strong>\u30b9\u30c6\u30c3\u30d7 5: \u4f1a\u8a71\u5c65\u6b74\u306e\u69cb\u7bc9<\/strong><\/h3>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"python\" data-enlighter-theme=\"\" data-enlighter-highlight=\"\" data-enlighter-linenumbers=\"\" data-enlighter-lineoffset=\"\" data-enlighter-title=\"\" data-enlighter-group=\"\"># Create conversational memory\nmemory = ConversationBufferMemory(memory_key=\"chat_history\", input_key=\"input\")\n\n# Define a prompt template that includes memory\ntemplate = \"\"\"You are an exceptional customer support chatbot that gently answers questions.\n\n{chat_history}\n\nYou know the following context information.\n\n{chunks_formatted}\n\nAnswer the following question from a customer. Use only information from the previous context information. Do not invent stuff.\n\nQuestion: {input}\n\nAnswer:\"\"\"\n\nprompt = PromptTemplate(\n    input_variables=[\"chat_history\", \"chunks_formatted\", \"input\"],\n    template=template,\n)\n\n# Initialize the OpenAI model\nllm = OpenAI(openai_api_key=\"YOUR API KEY\", model=\"gpt-3.5-turbo-instruct\", temperature=0)\n\n# Create the LLMChain with memory\nchain = LLMChain(\n    llm=llm,\n    prompt=prompt,\n    memory=memory\n)\n\n# User query\nquery = \"What was the 5th point about on the question how to remove spotify account?\"\n\n# Retrieve relevant chunks\ndocs = db.similarity_search(query)\nretrieved_chunks = [doc.page_content for doc in docs]\n\n# Format the chunks for the prompt\nchunks_formatted = \"\\n\\n\".join(retrieved_chunks)\n\n# Prepare the input for the chain\ninput_data = {\n    \"input\": query,\n    \"chunks_formatted\": chunks_formatted,\n    \"chat_history\": memory.buffer\n}\n\n# Simulate a conversation\nresponse = chain.predict(**input_data)\n\nprint(response)<\/pre>\n<p>\u3053\u306e\u30b3\u30fc\u30c9\u306e\u5185\u5bb9\u3092\u4e00\u3064\u305a\u3064\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u307e\u305a\u306f &#8216;<code>ConversationBufferMemory<\/code>&#8216; \u3092\u4f7f\u7528\u3057\u3066\u4f1a\u8a71\u306e\u30e1\u30e2\u30ea\u3092\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u9032\u884c\u4e2d\u306e\u30c1\u30e3\u30c3\u30c8\u5c65\u6b74\u3092\u8a18\u61b6\u3057\u3001&#8217;<code>input_key=\u201dinput\u201d<\/code>&#8216; \u3092\u4f7f\u7528\u3057\u3066\u53d7\u3051\u53d6\u3063\u305f\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u7ba1\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u6b21\u306b\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u8a2d\u8a08\u3057\u307e\u3059\u3002 \u3053\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u7528\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u5c65\u6b74\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3001\u53ce\u96c6\u3057\u305f\u60c5\u5831\u306e\u30c1\u30e3\u30f3\u30af\u3001\u304a\u3088\u3073\u73fe\u5728\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\uff08\u5165\u529b\uff09\u304c\u542b\u307e\u308c\u307e\u3059\u3002 \u3053\u306e\u69cb\u9020\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u6587\u8108\u3068\u56de\u7b54\u3059\u3079\u304d\u8cea\u554f\u3092\u6b63\u78ba\u306b\u8a8d\u8b58\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u5f8c\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u30c1\u30a7\u30fc\u30f3\u307e\u305f\u306f &#8216;<code>LLMChain<\/code>&#8216; \u306e\u521d\u671f\u5316\u306b\u79fb\u308a\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7d44\u307f\u7acb\u3066\u308b\u3053\u3068\u3060\u3068\u8003\u3048\u307e\u3057\u3087\u3046\u3002\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u3001\u304a\u3088\u3073\u6700\u521d\u306e\u65b9\u3067\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3057\u305f\u30e1\u30e2\u30ea\u3092\u4f7f\u7528\u3057\u3001\u305d\u308c\u3089\u3092 1 \u3064\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002<\/p>\n<p>\u30e6\u30fc\u30b6\u30fc\u30af\u30a8\u30ea\u3092\u51e6\u7406\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u5165\u529b\u3092\u6e96\u5099\u3057\u307e\u3059\u3002 \u305d\u308c\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\uff08&#8217;<code>input<\/code>&#8216;\uff09\u3068\u95a2\u9023\u3059\u308b\u60c5\u5831\u30c1\u30e3\u30f3\u30af\uff08&#8217;<code>chunks_formatted<\/code>&#8216;\uff09\u304c\u542b\u307e\u308c\u308b\u8f9e\u66f8\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u304c\u5341\u5206\u306a\u60c5\u5831\u3092\u542b\u3080\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u3059\u3079\u3066\u306e\u60c5\u5831\u304c\u542b\u307e\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u6700\u5f8c\u306b\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002 \u6e96\u5099\u3057\u305f\u5165\u529b\u30c7\u30fc\u30bf\u3092\u6e21\u3057\u3066 &#8216;<code>chain.predict<\/code>&#8216; \u30e1\u30bd\u30c3\u30c9\u3092\u547c\u3073\u51fa\u3057\u307e\u3059\u3002 \u3053\u306e\u30e1\u30bd\u30c3\u30c9\u306f\u69cb\u7bc9\u3057\u305f\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u901a\u3058\u3066\u3053\u306e\u5165\u529b\u3092\u51e6\u7406\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u56de\u7b54\u3092\u51fa\u529b\u3057\u3001\u305d\u308c\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u60c5\u5831\u306b\u57fa\u3065\u304f\u5186\u6ed1\u306a\u4f1a\u8a71\u3092\u7dad\u6301\u3057\u3001\u904e\u53bb\u306e\u5bfe\u8a71\u3092\u8a18\u61b6\u3057\u3001\u6587\u8108\u306b\u57fa\u3065\u304f\u95a2\u9023\u6027\u306e\u9ad8\u3044\u56de\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u30e1\u30bd\u30c3\u30c9\u306e\u4e0a\u306b\u30ab\u30fc\u30bd\u30eb\u3092\u7f6e\u304d\u3001CTRL \u30ad\u30fc\u3092\u62bc\u3057\u3066\u30af\u30ea\u30c3\u30af\u3067\u304d\u308b\u3068\u3044\u3046 PyCharm \u306e\u4ed5\u7d44\u307f\u3082\u6c17\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u306f\u5927\u3044\u306b\u5f79\u7acb\u3061\u307e\u3057\u305f\u3002<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-544616\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2025\/02\/put-my-cursor-over-a-method.gif\" alt=\"\u30ab\u30fc\u30bd\u30eb\u3092\u30e1\u30bd\u30c3\u30c9\u306e\u4e0a\u306b\u7f6e\u304f\" width=\"1200\" height=\"805\" \/><\/figure>\n<h2 class=\"wp-block-heading\"><strong>\u307e\u3068\u3081<\/strong><\/h2>\n<p>GPT-3 \u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u63d0\u4f9b\u3055\u308c\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u7279\u5b9a\u306e\u8cea\u554f\u306b\u56de\u7b54\u3067\u304d\u308b\u5bfe\u8a71\u578b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u306e\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002 \u305f\u3060\u3057\u3001\u30e2\u30c7\u30eb\u304c\u305d\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3088\u3046\u306b\u3059\u308b\u306e\u306f\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u306a\u305c\u306a\u3089\u3001\u591a\u304f\u306e\u5834\u5408\u306b\u6839\u62e0\u306e\u306a\u3044\u60c5\u5831\u3092\u767a\u751f\u3055\u305b\u308b\uff08\u3064\u307e\u308a\u3001\u8aa4\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u65b0\u3057\u3044\u60c5\u5831\u3092\u751f\u6210\u3059\u308b\uff09\u50be\u5411\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002 \u305d\u306e\u3088\u3046\u306a\u8aa4\u3063\u305f\u60c5\u5831\u306e\u3069\u306e\u3088\u3046\u306b\u5f71\u97ff\u3059\u308b\u304b\u306f\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u3068\u3081\u308b\u3068\u3001\u4eca\u56de\u306f\u63d0\u4f9b\u3055\u308c\u305f\u30b3\u30fc\u30c9\u3068\u6226\u7565\u306b\u5f93\u3044\u3001LangChain \u3092\u4f7f\u7528\u3057\u3066\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u8a8d\u8b58\u3059\u308b\u8cea\u7591\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002 \u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3059\u308b\u3001\u305d\u306e\u57cb\u3081\u8fbc\u307f\u3092\u8a08\u7b97\u3059\u308b\u3001\u985e\u4f3c\u3057\u305f\u30c1\u30e3\u30f3\u30af\u3092\u767a\u898b\u3059\u308b\u53d6\u5f97\u90e8\u5206\u3092\u5b9f\u88c5\u3059\u308b\u3001GPT-3 \u7528\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3001GPT-3 \u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u30c6\u30ad\u30b9\u30c8\u3092\u751f\u6210\u3059\u308b\u3068\u3044\u3046\u30bf\u30b9\u30af\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3057\u305f\u3002 \u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001GPT-3 \u3092\u6d3b\u7528\u3057\u3066\u5f37\u529b\u304b\u3064\u6587\u8108\u7684\u306b\u6b63\u78ba\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u793a\u3055\u308c\u308b\u4e00\u65b9\u3001\u8aa4\u3063\u305f\u60c5\u5831\u3092\u751f\u6210\u3059\u308b\u30ea\u30b9\u30af\u306b\u6ce8\u610f\u3059\u308b\u3053\u3068\u306e\u91cd\u8981\u6027\u304c\u5f37\u8abf\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2 id=\"author\" class=\"wp-block-heading\"><strong>\u4f5c\u8005\u306b\u3064\u3044\u3066<\/strong><\/h2>\n<div class=\"about-author \">\n<div class=\"about-author__box\">\n<div class=\"row\">\n<div class=\"about-author__box-img\"><img decoding=\"async\" src=\"https:\/\/blog.jetbrains.com\/wp-content\/uploads\/2024\/08\/dido-grigorov.jpeg\" alt=\"Dido Grigorov\" \/><\/div>\n<div class=\"about-author__box-text\">\n<h4>Dido Grigorov<\/h4>\n<p><i><span style=\"font-weight: 400;\">Dido \u306f\u3053\u306e\u5206\u91ce\u3067 17 \u5e74\u3082\u306e\u7d20\u6674\u3089\u3057\u3044\u7d4c\u9a13\u3092\u6301\u3064\u719f\u7df4\u306e\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3042\u308a\u3001Python \u30d7\u30ed\u30b0\u30e9\u30de\u30fc\u3067\u3059\u3002 \u73fe\u5728\u306f\u540d\u9580\u306e\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u3067\u9ad8\u5ea6\u306a\u7814\u7a76\u3092\u7d9a\u3051\u3066\u304a\u308a\u3001Andrew Ng\u3001Christopher Manning\u3001Fei-Fei Li\u3001Chelsea Finn \u306a\u3069\u306e\u8457\u540d\u306a\u5c02\u9580\u5bb6\u304c\u7387\u3044\u308b\u6700\u5148\u7aef\u306e AI \u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u53d7\u8b1b\u3057\u3066\u304a\u308a\u3001\u4ed6\u306b\u306f\u306a\u3044\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5f97\u3066\u6307\u5c0e\u3092\u53d7\u3051\u3066\u3044\u307e\u3059\u3002<\/span><\/i><\/p>\n<p><i><span style=\"font-weight: 400;\">Dido \u306e\u4eba\u5de5\u77e5\u80fd\u306b\u5bfe\u3059\u308b\u60c5\u71b1\u306f\u3001\u4ed5\u4e8b\u3068\u5b9f\u9a13\u306e\u4e21\u65b9\u306b\u5bfe\u3059\u308b\u732e\u8eab\u7684\u306a\u59ff\u52e2\u306b\u8868\u308c\u3066\u3044\u307e\u3059\u3002 \u307e\u305f\u3001\u6570\u5e74\u9593\u306b\u308f\u305f\u3063\u3066\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u3001\u5b9f\u88c5\u3001\u304a\u3088\u3073\u6700\u9069\u5316\u306b\u304a\u3051\u308b\u6df1\u3044\u5c02\u9580\u77e5\u8b58\u3092\u57f9\u3063\u3066\u304d\u307e\u3057\u305f\u3002 \u719f\u7df4\u3057\u305f Python \u306e\u30b9\u30ad\u30eb\u306b\u3088\u308a\u3001\u8907\u96d1\u306a\u554f\u984c\u3078\u306e\u53d6\u308a\u7d44\u307f\u3084\u3055\u307e\u3056\u307e\u306a\u9818\u57df\u306b\u307e\u305f\u304c\u308b\u9769\u65b0\u7684\u306a AI \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u8ca2\u732e\u3092\u5b9f\u73fe\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/span><\/i><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"author":1394,"featured_media":554631,"comment_status":"closed","ping_status":"closed","template":"","categories":[952,1401],"tags":[6230,8556,8557],"cross-post-tag":[],"acf":[],"_links":{"self":[{"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/pycharm\/554611"}],"collection":[{"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/pycharm"}],"about":[{"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/types\/pycharm"}],"author":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/users\/1394"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/comments?post=554611"}],"version-history":[{"count":10,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/pycharm\/554611\/revisions"}],"predecessor-version":[{"id":554659,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/pycharm\/554611\/revisions\/554659"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/media\/554631"}],"wp:attachment":[{"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/media?parent=554611"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/categories?post=554611"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/tags?post=554611"},{"taxonomy":"cross-post-tag","embeddable":true,"href":"https:\/\/blog.jetbrains.com\/ja\/wp-json\/wp\/v2\/cross-post-tag?post=554611"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}