{"id":11076,"date":"2024-06-02T08:55:11","date_gmt":"2024-06-02T13:55:11","guid":{"rendered":"http:\/\/skimai.com\/?p=11076"},"modified":"2024-06-02T08:55:11","modified_gmt":"2024-06-02T13:55:11","slug":"%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%baai%e3%81%ab%e3%83%a9%e3%83%b3%e3%82%b0%e3%83%81%e3%82%a7%e3%83%bc%e3%83%b3%e3%82%92%e7%b5%b1%e5%90%88%e3%81%99%e3%82%8b%e3%81%9f","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/5-best-practices-tips-for-using-integrating-langchain-for-enterprise-ai\/","title":{"rendered":"\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306bLangChain\u3092\u6d3b\u7528\u30fb\u7d71\u5408\u3059\u308b\u305f\u3081\u306e5\u3064\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\uff08\u3068\u30d2\u30f3\u30c8"},"content":{"rendered":"<p><a rel=\"noopener noreferrer\" href=\"https:\/\/www.langchain.com\/\">\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/a>\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bLangChain\u306f\u3001AI\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u5927\u304d\u306a\u652f\u6301\u3092\u5f97\u3066\u3044\u308b\u3002\u3088\u308a\u591a\u304f\u306e\u958b\u767a\u8005\u3084\u4f01\u696d\u304c\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u53d6\u308a\u7d44\u3080\u305f\u3081\u306bLangChain\u3092\u63a1\u7528\u3059\u308b\u306b\u3064\u308c\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3001\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u4fdd\u5b88\u53ef\u80fd\u306a\u30b3\u30fc\u30c9\u3092\u4fdd\u8a3c\u3059\u308b\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u5f93\u3046\u3053\u3068\u304c\u6975\u3081\u3066\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002 <\/p>\n\n\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u30dd\u30b9\u30c8\u3067\u306f\u3001LangChain\u3092\u52b9\u679c\u7684\u306b\u4f7f\u7528\u30fb\u7d71\u5408\u3059\u308b\u305f\u3081\u306e5\u3064\u306e\u91cd\u8981\u306a\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/5-best-practices-tips-for-using-integrating-langchain-for-enterprise-ai\/#Best_Practice_1_Leverage_Custom_Embeddings_for_Optimal_Performance\" >\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b91\uff1a\u30ab\u30b9\u30bf\u30e0\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/5-best-practices-tips-for-using-integrating-langchain-for-enterprise-ai\/#Best_Practice_2_Implement_Robust_Error_Handling_Mechanisms\" >\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9 2: \u5805\u7262\u306a\u30a8\u30e9\u30fc\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u5b9f\u88c5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/5-best-practices-tips-for-using-integrating-langchain-for-enterprise-ai\/#Best_Practice_3_Embrace_Modularity_and_Reusability_in_Component_Design\" >\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b93\uff1a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u8a2d\u8a08\u306b\u304a\u3051\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3068\u518d\u5229\u7528\u6027\u306e\u63a1\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/5-best-practices-tips-for-using-integrating-langchain-for-enterprise-ai\/#Best_Practice_4_Curate_Diverse_and_Relevant_Examples_for_Extraction_Tasks\" >\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b94\uff1a\u62bd\u51fa\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u591a\u69d8\u3067\u95a2\u9023\u6027\u306e\u3042\u308b\u4e8b\u4f8b\u3092\u30ad\u30e5\u30ec\u30fc\u30c8\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/5-best-practices-tips-for-using-integrating-langchain-for-enterprise-ai\/#Best_Practice_5_Using_LangChains_Debugging_Capabilities_for_Optimization\" >\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b95\uff1a\u6700\u9069\u5316\u306e\u305f\u3081\u306bLangChain\u306e\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3092\u4f7f\u3046<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/5-best-practices-tips-for-using-integrating-langchain-for-enterprise-ai\/#Our_Final_Remarks_on_LangChain_Best_Practices\" >LangChain\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u95a2\u3059\u308b\u6700\u5f8c\u306e\u30b3\u30e1\u30f3\u30c8<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Best_Practice_1_Leverage_Custom_Embeddings_for_Optimal_Performance\"><\/span>\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b91\uff1a\u30ab\u30b9\u30bf\u30e0\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u306e\u4e8b\u524d\u306b\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u30e2\u30c7\u30eb\u306f\u3001\u3042\u306a\u305f\u306e\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3068\u3063\u3066\u5fc5\u305a\u3057\u3082\u6700\u826f\u306e\u7d50\u679c\u3092\u3082\u305f\u3089\u3059\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002LangChain\u306e\u30d1\u30ef\u30fc\u3092\u771f\u306b\u6d3b\u7528\u3057\u3001\u691c\u7d22\u3055\u308c\u305f\u60c5\u5831\u306e\u95a2\u9023\u6027\u3068\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u306b\u306f\u3001\u3042\u306a\u305f\u306e\u30c9\u30e1\u30a4\u30f3\u3068\u30c7\u30fc\u30bf\u306b\u5408\u308f\u305b\u305f\u30ab\u30b9\u30bf\u30e0\u57cb\u3081\u8fbc\u307f\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<p>\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5b58\u5728\u3059\u308b\u56fa\u6709\u306e\u30cb\u30e5\u30a2\u30f3\u30b9\u3001\u95a2\u4fc2\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3001\u30ab\u30b9\u30bf\u30e0\u57cb\u3081\u8fbc\u307f\u306f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u3088\u308a\u6b63\u78ba\u306a\u8868\u73fe\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u985e\u4f3c\u691c\u7d22\u3001\u60c5\u5831\u691c\u7d22\u3001\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u306e\u30bf\u30b9\u30af\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u30ab\u30b9\u30bf\u30e0\u57cb\u3081\u8fbc\u307f\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001Gensim\u3084Hugging Face\u306eTransformers\u306e\u3088\u3046\u306a\u4e00\u822c\u7684\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u306eLangChain\u306e\u7d71\u5408\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3059\u308b\u305f\u3081\u306e\u4f7f\u3044\u3084\u3059\u3044API\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u306e\u5fae\u8abf\u6574\u306b\u6642\u9593\u3092\u6295\u8cc7\u3059\u308b\u3053\u3068\u3067\u3001LangChain\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u54c1\u8cea\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u3001\u3088\u308a\u9069\u5207\u306a\u7d50\u679c\u3092\u30e6\u30fc\u30b6\u306b\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Best_Practice_2_Implement_Robust_Error_Handling_Mechanisms\"><\/span>\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9 2: \u5805\u7262\u306a\u30a8\u30e9\u30fc\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u5b9f\u88c5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30c1\u30a7\u30fc\u30f3\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u3088\u3046\u306aLangChain\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u6271\u3046\u5834\u5408\u3001\u5805\u7262\u306a\u30a8\u30e9\u30fc\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u51e6\u7406\u3055\u308c\u306a\u3044\u4f8b\u5916\u306f\u4e88\u671f\u305b\u306c\u30af\u30e9\u30c3\u30b7\u30e5\u3092\u5f15\u304d\u8d77\u3053\u3057\u3001\u30e6\u30fc\u30b6\u4f53\u9a13\u3092\u6df7\u4e71\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u30ea\u30b9\u30af\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306b\u306f\u3001LangChain\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u547c\u3073\u51fa\u3057\u3092try\/except\u30d6\u30ed\u30c3\u30af\u3067\u30e9\u30c3\u30d7\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n<p>\u4f8b\u5916\u3092\u30ad\u30e3\u30c3\u30c1\u3057\u3066\u512a\u96c5\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u7a81\u7136\u30af\u30e9\u30c3\u30b7\u30e5\u3059\u308b\u306e\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u4ee3\u308f\u308a\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u610f\u5473\u306e\u3042\u308b\u30a8\u30e9\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u63d0\u4f9b\u3057\u3001\u554f\u984c\u306e\u89e3\u6c7a\u65b9\u6cd5\u3084\u4ee3\u66ff\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u6848\u5185\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u52d5\u4f5c\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u3067\u3082\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6a5f\u80fd\u3092\u7d99\u7d9a\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>\u5805\u7262\u306a\u30a8\u30e9\u30fc\u51e6\u7406\u306f\u3001LangChain\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5b89\u5b9a\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u5168\u4f53\u7684\u306a\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u30e6\u30fc\u30b6\u306f\u30a8\u30e9\u30fc\u306b\u95a2\u3059\u308b\u660e\u78ba\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u30a8\u30e9\u30fc\u304b\u3089\u56de\u5fa9\u3059\u308b\u80fd\u529b\u3092\u9ad8\u304f\u8a55\u4fa1\u3057\u307e\u3059\u3002\u6f5c\u5728\u7684\u306a\u4f8b\u5916\u306b\u7a4d\u6975\u7684\u306b\u5bfe\u51e6\u3059\u308b\u3053\u3068\u3067\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4fe1\u983c\u3068\u4fe1\u7528\u3092\u7bc9\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Best_Practice_3_Embrace_Modularity_and_Reusability_in_Component_Design\"><\/span>\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b93\uff1a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u8a2d\u8a08\u306b\u304a\u3051\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3068\u518d\u5229\u7528\u6027\u306e\u63a1\u7528<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u306e\u91cd\u8981\u306a\u5f37\u307f\u306e\u4e00\u3064\u306f\u3001\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u7279\u5fb4\u3092\u6700\u5927\u9650\u306b\u751f\u304b\u3059\u305f\u3081\u306b\u306f\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3068\u518d\u5229\u7528\u6027\u3092\u4fc3\u9032\u3059\u308b\u65b9\u6cd5\u3067\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u7279\u5b9a\u306e\u6a5f\u80fd\u3092\u30ab\u30d7\u30bb\u30eb\u5316\u3057\u305f\u5c0f\u3055\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69d8\u3005\u306a\u90e8\u5206\u3067\u7c21\u5358\u306b\u518d\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306f\u3001PromptTemplate\u3001ConversationChain\u3001StrOutputParser\u306a\u3069\u306e\u8c4a\u5bcc\u306a\u30d3\u30eb\u30c7\u30a3\u30f3\u30b0\u30d6\u30ed\u30c3\u30af\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u8907\u96d1\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u3001\u72ec\u81ea\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30e6\u30cb\u30c3\u30c8\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3067\u3001\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u3088\u308a\u5c0f\u3055\u304f\u3001\u7ba1\u7406\u3057\u3084\u3059\u3044\u65ad\u7247\u306b\u5206\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u30e2\u30b8\u30e5\u30e9\u30fc\u30fb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u8a2d\u8a08\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u5229\u70b9\u304c\u3042\u308b\u3002\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u3053\u3068\u306a\u304f\u3001\u500b\u3005\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u66f4\u65b0\u3084\u4fee\u6b63\u304c\u5bb9\u6613\u306b\u306a\u308b\u305f\u3081\u3001\u30b3\u30fc\u30c9\u306e\u4fdd\u5b88\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u7570\u306a\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3067\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7c21\u5358\u306b\u30d7\u30e9\u30b0\u30a2\u30f3\u30c9\u30d7\u30ec\u30a4\u3067\u304d\u308b\u305f\u3081\u3001\u30b3\u30fc\u30c9\u306e\u518d\u5229\u7528\u6027\u3082\u4fc3\u9032\u3055\u308c\u307e\u3059\u3002\u540c\u3058\u6a5f\u80fd\u3092\u4f55\u5ea6\u3082\u66f8\u304d\u76f4\u3059\u5fc5\u8981\u304c\u306a\u3044\u305f\u3081\u3001\u958b\u767a\u6642\u9593\u3068\u52b4\u529b\u3092\u7bc0\u7d04\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u3055\u3089\u306b\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u8a2d\u8a08\u306f\u3001\u30c1\u30fc\u30e0\u30e1\u30f3\u30d0\u30fc\u9593\u306e\u3088\u308a\u826f\u3044\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002\u7570\u306a\u308b\u958b\u767a\u8005\u304c\u5225\u3005\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u540c\u6642\u306b\u53d6\u308a\u7d44\u3080\u3053\u3068\u304c\u3067\u304d\u3001\u305d\u308c\u3089\u306f\u5f8c\u3067\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u3063\u3066\u3044\u308b\u3002\u3053\u306e\u4e26\u884c\u958b\u767a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u3092\u52a0\u901f\u3057\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u30ea\u30bd\u30fc\u30b9\u5272\u308a\u5f53\u3066\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Best_Practice_4_Curate_Diverse_and_Relevant_Examples_for_Extraction_Tasks\"><\/span>\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b94\uff1a\u62bd\u51fa\u30bf\u30b9\u30af\u306e\u305f\u3081\u306b\u591a\u69d8\u3067\u95a2\u9023\u6027\u306e\u3042\u308b\u4e8b\u4f8b\u3092\u30ad\u30e5\u30ec\u30fc\u30c8\u3059\u308b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u60c5\u5831\u62bd\u51fa\u30bf\u30b9\u30af\u306bLangChain\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3001\u53c2\u7167\u4f8b\u306e\u54c1\u8cea\u3068\u591a\u69d8\u6027\u304c\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6c7a\u5b9a\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u6b63\u78ba\u3067\u5305\u62ec\u7684\u306a\u62bd\u51fa\u3092\u78ba\u5b9f\u306b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u5e45\u5e83\u3044\u30b7\u30ca\u30ea\u30aa\u3068\u30a8\u30c3\u30b8\u30b1\u30fc\u30b9\u3092\u30ab\u30d0\u30fc\u3059\u308b\u591a\u69d8\u306a\u4f8b\u3092\u30ad\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n<p>\u4f8b\u6587\u304c\u3088\u308a\u9069\u5207\u3067\u4ee3\u8868\u7684\u3067\u3042\u308c\u3070\u3042\u308b\u307b\u3069\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u60c5\u5831\u3092\u6b63\u78ba\u306b\u62bd\u51fa\u3059\u308b\u3053\u3068\u3092\u3088\u308a\u3088\u304f\u5b66\u7fd2\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u8c4a\u5bcc\u306a\u4f8b\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306f\u30c7\u30fc\u30bf\u306b\u5b58\u5728\u3059\u308b\u69d8\u3005\u306a\u30d1\u30bf\u30fc\u30f3\u3001\u69cb\u9020\u3001\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30e2\u30c7\u30eb\u304c\u672a\u77e5\u306e\u5165\u529b\u306b\u5bfe\u3057\u3066\u3046\u307e\u304f\u6c4e\u5316\u3057\u3001\u3088\u308a\u9ad8\u3044\u7cbe\u5ea6\u3067\u8907\u96d1\u306a\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n<p>\u52b9\u679c\u7684\u306a\u4e8b\u4f8b\u3092\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e\u6226\u7565\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u5e45\u5e83\u3044\u30b7\u30ca\u30ea\u30aa\u3092\u30ab\u30d0\u30fc<\/strong> \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u969b\u306b\u906d\u9047\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u5165\u529b\u3001\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3001\u304a\u3088\u3073\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u8868\u3059\u4f8b\u3092\u542b\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p><\/li><li><p><strong>\u30a8\u30c3\u30b8\u30b1\u30fc\u30b9\u3092\u542b\u3081\u308b\uff1a <\/strong>\u30e2\u30c7\u30eb\u304c\u4e88\u671f\u305b\u306c\u5165\u529b\u3092\u512a\u96c5\u306b\u6271\u3048\u308b\u3088\u3046\u306b\u3001\u73cd\u3057\u3044\u30b7\u30ca\u30ea\u30aa\u3084\u56f0\u96e3\u306a\u30b7\u30ca\u30ea\u30aa\u3092\u30ab\u30d0\u30fc\u3059\u308b\u4f8b\u3092\u7d44\u307f\u8fbc\u3080\u3002<\/p><\/li><li><p><strong>\u30ec\u30c8\u30ea\u30fc\u30d0\u30fc\u30fb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u4f7f\u7528\u3059\u308b\uff1a<\/strong> LangChain\u306eretriever\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u3066\u3001\u5165\u529b\u30af\u30a8\u30ea\u306b\u57fa\u3065\u3044\u3066\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u4f8b\u3092\u52d5\u7684\u306b\u53d6\u5f97\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u62bd\u51fa\u306b\u4f7f\u7528\u3055\u308c\u308b\u4f8b\u304c\u5e38\u306b\u624b\u5143\u306e\u30bf\u30b9\u30af\u306b\u9069\u5207\u3067\u3042\u308b\u3053\u3068\u304c\u4fdd\u8a3c\u3055\u308c\u307e\u3059\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u591a\u69d8\u3067\u95a2\u9023\u6027\u306e\u3042\u308b\u4f8b\u6587\u30bb\u30c3\u30c8\u306e\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u6642\u9593\u3092\u6295\u8cc7\u3059\u308b\u3053\u3068\u3067\u3001\u60c5\u5831\u62bd\u51fa\u30bf\u30b9\u30af\u306b\u304a\u3051\u308bLangChain\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3088\u304f\u7df4\u3089\u308c\u305f\u7528\u4f8b\u306f\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u5f37\u56fa\u306a\u57fa\u790e\u3068\u306a\u308a\u3001\u6b63\u78ba\u3067\u4fe1\u983c\u3067\u304d\u308b\u7d50\u679c\u3092\u4e00\u8cab\u3057\u3066\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Best_Practice_5_Using_LangChains_Debugging_Capabilities_for_Optimization\"><\/span>\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b95\uff1a\u6700\u9069\u5316\u306e\u305f\u3081\u306bLangChain\u306e\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3092\u4f7f\u3046<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u3088\u308a\u6d17\u7df4\u3055\u308c\u305fLangChain\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u306b\u3064\u308c\u3001\u30c7\u30d0\u30c3\u30b0\u306f\u7fd2\u5f97\u3059\u3079\u304d\u5fc5\u9808\u306e\u30b9\u30ad\u30eb\u3068\u306a\u308a\u307e\u3059\u3002\u30c7\u30d0\u30c3\u30b0\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u554f\u984c\u3092\u7279\u5b9a\u3057\u3001\u89e3\u6c7a\u3057\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6700\u9069\u5316\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u52d5\u4f5c\u3092\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u5e78\u3044\u3001LangChain\u306b\u306f\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u3092\u52b9\u7387\u5316\u3059\u308b\u5f37\u529b\u306a\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002LangChain\u304c\u63d0\u4f9b\u3059\u308b\u6700\u3082\u4fbf\u5229\u306a\u30c7\u30d0\u30c3\u30b0\u30c4\u30fc\u30eb\u306e\u4e00\u3064\u306f <strong><em>set_debug()<\/em><\/strong> \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3002 <\/p>\n\n\n<p>\u306b\u3064\u3044\u3066 <strong><em>set_debug()<\/em><\/strong> \u30e1\u30bd\u30c3\u30c9\u306f\u3001\u30c1\u30a7\u30fc\u30f3\u3001\u30e2\u30c7\u30eb\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u30c4\u30fc\u30eb\u3001\u30ea\u30c8\u30ea\u30fc\u30d0\u3092\u542b\u3080\u3001\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u5168\u3066\u306eLangChain\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u30c7\u30d0\u30c3\u30b0\u30e2\u30fc\u30c9\u3092\u6709\u52b9\u307e\u305f\u306f\u7121\u52b9\u306b\u3059\u308b\u305f\u3081\u306b\u4f7f\u308f\u308c\u308b\u30b0\u30ed\u30fc\u30d0\u30eb\u95a2\u6570\u3067\u3059\u3002\u30c7\u30d0\u30c3\u30b0\u30e2\u30fc\u30c9\u3092\u6709\u52b9\u306b\u3059\u308b\u3068\u3001\u3088\u308a\u8a73\u7d30\u306a\u30ed\u30b0\u3068\u51fa\u529b\u304c\u63d0\u4f9b\u3055\u308c\u3001\u30c7\u30d0\u30c3\u30b0\u3084LangChain\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u5185\u90e8\u52d5\u4f5c\u306e\u7406\u89e3\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n<p>\u4ee5\u4e0b\u306f\u305d\u306e\u4f7f\u7528\u4f8b\u3067\u3042\u308b\u3002 <strong><em>set_debug()<\/em><\/strong>:<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/05\/e914fc5d-2c24-415b-98a2-107df7f66ccd.jpg\" alt=\"Langchain\u30c7\u30d0\u30c3\u30b0\u7528\u30b3\u30fc\u30c9\u306e\u4f8b\" \/>\n<\/figure>\n\n\n<p>\u3053\u306e\u4f8b\u3067\u306f <strong><em>set_debug(True)<\/em><\/strong> \u30c7\u30d0\u30c3\u30b0\u30e2\u30fc\u30c9\u3092\u6709\u52b9\u306b\u3057 <strong><em>set_debug(False)<\/em><\/strong> \u306f\u3053\u308c\u3092\u7121\u52b9\u306b\u3059\u308b\u3002\u30c7\u30d0\u30c3\u30b0\u30fb\u30e2\u30fc\u30c9\u3092\u6709\u52b9\u306b\u3059\u308b\u3068\u3001\u3088\u308a\u5197\u9577\u306a\u51fa\u529b\u304c\u671f\u5f85\u3067\u304d\u3001\u554f\u984c\u306e\u8a3a\u65ad\u3084\u30b3\u30fc\u30c9\u306e\u52d5\u4f5c\u306e\u7406\u89e3\u306b\u5f79\u7acb\u3064\u3002<\/p>\n\n\n<p>\u3082\u3046\u4e00\u3064\u306e\u4fbf\u5229\u306a\u30c7\u30d0\u30c3\u30b0\u30fb\u30c4\u30fc\u30eb\u306f <strong><em>set_verbose()<\/em><\/strong> \u30e1\u30bd\u30c3\u30c9\u3068\u4f3c\u3066\u3044\u308b\u3002 <strong><em>set_debug()<\/em><\/strong>, <strong><em>set_verbose()<\/em><\/strong> \u306f\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u95a2\u6570\u3067\u3001\u5165\u51fa\u529b\u306e\u30ed\u30ae\u30f3\u30b0\u3092\u3088\u308a\u8aad\u307f\u3084\u3059\u3044\u5f62\u5f0f\u306b\u3057\u307e\u3059\u3002\u30c8\u30fc\u30af\u30f3\u306e\u4f7f\u7528\u7d71\u8a08\u306e\u3088\u3046\u306a\u7279\u5b9a\u306e\u751f\u306e\u51fa\u529b\u3092\u30b9\u30ad\u30c3\u30d7\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30ed\u30b8\u30c3\u30af\u306b\u96c6\u4e2d\u3057\u307e\u3059\u3002\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30c7\u30d0\u30c3\u30b0\u8a2d\u5b9a\u306b\u52a0\u3048\u3066\u3001\u500b\u3005\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u5bfe\u3057\u3066\u5197\u9577\u6027\u3092\u6709\u52b9\u306b\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002 <strong><em>verbose=True<\/em><\/strong> \u3053\u308c\u306b\u3088\u308a\u3001\u3088\u308a\u7684\u3092\u7d5e\u3063\u305f\u30c7\u30d0\u30c3\u30b0\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002LangChain\u306f\u307e\u305f\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u5185\u3067\u30ab\u30b9\u30bf\u30e0\u6a5f\u80fd\u3092\u5b9f\u884c\u3067\u304d\u308b\u5f37\u529b\u306a\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u30b7\u30b9\u30c6\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u306f\u3001\u30ed\u30ae\u30f3\u30b0\u3084\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3092\u6709\u52b9\u306b\u3059\u308b\u305f\u3081\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002\u3042\u306a\u305f\u306f <strong><em>\u30d5\u30a1\u30a4\u30eb\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u30cf\u30f3\u30c9\u30e9\u30fc<\/em><\/strong> \u307e\u305f\u3001\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u72ec\u81ea\u306e\u30b3\u30fc\u30eb\u30d0\u30c3\u30af\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c7\u30d0\u30c3\u30b0\u30c4\u30fc\u30eb\u3067\u751f\u6210\u3055\u308c\u305f\u30ed\u30b0\u3084\u51fa\u529b\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001LangChain\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306e\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><em>\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u7279\u5b9a\u3059\u308b\uff1a<\/em><\/strong> \u30c7\u30d0\u30c3\u30b0\u30fb\u30ed\u30b0\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u7a81\u304d\u6b62\u3081\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u904e\u5270\u306a\u6642\u9593\u3084\u30ea\u30bd\u30fc\u30b9\u3092\u8cbb\u3084\u3057\u3066\u3044\u308b\u9818\u57df\u3092\u7279\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p><\/li>\n<\/ul>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><em>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6700\u9069\u5316\u3059\u308b\uff1a<\/em><\/strong> \u30c1\u30a7\u30fc\u30f3\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8abf\u3079\u308b\u3053\u3068\u3067\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\u304b\u3089\u3088\u308a\u6b63\u78ba\u3067\u9069\u5207\u306a\u56de\u7b54\u3092\u5f15\u304d\u51fa\u3059\u305f\u3081\u306b\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7e70\u308a\u8fd4\u3057\u6539\u826f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p><\/li>\n<\/ul>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><em>\u7570\u5e38\u3092\u691c\u51fa\u3059\u308b\uff1a<\/em><\/strong> 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\u7279\u306b\u672c\u756a\u74b0\u5883\u3067\u306f\u3001\u904e\u5270\u306a\u30ed\u30ae\u30f3\u30b0\u30fb\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u3001\u30c7\u30d0\u30c3\u30b0\u306e\u65b9\u6cd5\u3092\u614e\u91cd\u306b\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p><\/li>\n<\/ul>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><em>\u30ed\u30b0\u3092\u7cfb\u7d71\u7684\u306b\u5206\u6790\u3059\u308b\uff1a<\/em><\/strong> \u5165\u51fa\u529b\u306e\u6d41\u308c\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u6709\u52b9\u6027\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u76f8\u4e92\u4f5c\u7528\u306a\u3069\u306e\u91cd\u8981\u306a\u5074\u9762\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u30c7\u30d0\u30c3\u30b0\u30ed\u30b0\u3092\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u69cb\u9020\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u958b\u767a\u3059\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><em>\u7e70\u308a\u8fd4\u3057\u3001\u6d17\u7df4\u3055\u305b\u308b\uff1a<\/em><\/strong> \u30c7\u30d0\u30c3\u30b0\u304b\u3089\u5f97\u3089\u308c\u305f\u6d1e\u5bdf\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u54c1\u8cea\u3001\u304a\u3088\u3073\u5168\u4f53\u7684\u306a\u52d5\u4f5c\u3092\u7e70\u308a\u8fd4\u3057\u6539\u5584\u3057\u307e\u3059\u3002<\/p><\/li>\n<\/ul>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong><em>\u30c8\u30ec\u30fc\u30b7\u30f3\u30b0\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6d3b\u7528\u3059\u308b\uff1a<\/em><\/strong> LangSmith\u306f\u3001LangChain\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30ed\u30ae\u30f3\u30b0\u3001\u53ef\u8996\u5316\u3001\u30c7\u30d0\u30c3\u30b0\u3001\u30c6\u30b9\u30c8\u3001\u6539\u826f\u306e\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>LangChain\u306e\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3001\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u5f93\u3046\u3053\u3068\u3067\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5185\u90e8\u3092\u6df1\u304f\u6d1e\u5bdf\u3057\u3001\u6700\u9069\u5316\u3059\u3079\u304d\u9818\u57df\u3092\u7279\u5b9a\u3057\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u6539\u5584\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30d0\u30c3\u30b0\u306fLangChain\u958b\u767a\u306b\u304a\u3051\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3042\u308a\u3001\u5805\u7262\u3067\u52b9\u7387\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Our_Final_Remarks_on_LangChain_Best_Practices\"><\/span><strong>LangChain\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u95a2\u3059\u308b\u6700\u5f8c\u306e\u30b3\u30e1\u30f3\u30c8<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u3092\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3057\u3001\u5f37\u529b\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u4e3b\u5c0e\u578b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u53ef\u80fd\u6027\u304c\u5e83\u304c\u308a\u307e\u3059\u3002\u3053\u306e\u30d6\u30ed\u30b0\u30dd\u30b9\u30c8\u3067\u6982\u8aac\u3055\u308c\u3066\u3044\u308b5\u3064\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306b\u5f93\u3046\u3053\u3068\u3067\u3001\u30b9\u30e0\u30fc\u30ba\u3067\u52b9\u679c\u7684\u306a\u7d71\u5408\u30d7\u30ed\u30bb\u30b9\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong><u>\u899a\u3048\u3066\u304a\u3044\u3066\u307b\u3057\u3044\uff1a<\/u><\/strong><\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p>\u30ab\u30b9\u30bf\u30e0\u30a8\u30f3\u30d9\u30c3\u30c7\u30a3\u30f3\u30b0\u3092\u6d3b\u7528\u3057\u3066\u3001\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u306e\u30cb\u30e5\u30a2\u30f3\u30b9\u3092\u6349\u3048\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u307e\u3057\u3087\u3046\u3002<\/p><\/li><li><p>\u5805\u7262\u306a\u30a8\u30e9\u30fc\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u5b9f\u88c5\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5b89\u5b9a\u6027\u3068\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002<\/p><\/li><li><p>\u30b3\u30fc\u30c9\u306e\u4fdd\u5b88\u6027\u3068\u52b9\u7387\u6027\u3092\u4fc3\u9032\u3059\u308b\u305f\u3081\u306b\u3001\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u8a2d\u8a08\u306b\u30e2\u30b8\u30e5\u30fc\u30eb\u6027\u3068\u518d\u5229\u7528\u6027\u3092\u53d6\u308a\u5165\u308c\u307e\u3057\u3087\u3046\u3002<\/p><\/li><li><p>\u6b63\u78ba\u3067\u5305\u62ec\u7684\u306a\u60c5\u5831\u691c\u7d22\u3092\u53ef\u80fd\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u62bd\u51fa\u30bf\u30b9\u30af\u306b\u95a2\u9023\u3059\u308b\u591a\u69d8\u306a\u4f8b\u3092\u30ad\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3059\u308b\u3002<\/p><\/li><li><p>LangChain\u306e\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u52d5\u4f5c\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u307e\u3057\u3087\u3046\u3002<\/p><\/li>\n<\/ol>\n\n\n<p>\u3053\u308c\u3089\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u9069\u5fdc\u3055\u305b\u308b\u3053\u3068\u3067\u3001LangChain\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%81%ae%e5%8f%af%e8%83%bd%e6%80%a7%e3%82%92%e6%9c%80%e5%a4%a7%e9%99%90%e3%81%ab%e5%bc%95%e3%81%8d%e5%87%ba%e3%81%99-llms%e3%81%a8%e4%bc%81%e6%a5%ad%e3%83%87\/\">\u7d71\u5408<\/a> \u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u8907\u96d1\u306a\u30bf\u30b9\u30af\u306b\u53d6\u308a\u7d44\u3080\u5b9f\u9a13\u3001\u53cd\u5fa9\u3001\u305d\u3057\u3066\u7d99\u7d9a\u7684\u306a\u6539\u826f\u3092\u6050\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<p>LangChain\u306e\u30d1\u30ef\u30fc\u306f\u305d\u306e\u67d4\u8edf\u6027\u3068\u62e1\u5f35\u6027\u306b\u3042\u308a\u307e\u3059\u3002LangChain\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u6163\u308c\u308b\u306b\u3064\u308c\u3001LangChain\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u308a\u3001\u5f0f\u8a00\u8a9e\u3092\u6d3b\u7528\u3057\u305f\u308a\u3001\u4ed6\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3084\u30c4\u30fc\u30eb\u3068\u7d71\u5408\u3057\u305f\u308a\u3059\u308b\u65b0\u3057\u3044\u65b9\u6cd5\u3092\u767a\u898b\u3059\u308b\u3067\u3057\u3087\u3046\u3002\u305d\u306e\u53ef\u80fd\u6027\u306f\u7121\u9650\u5927\u3067\u3059\u3002\u3053\u3053\u3067\u7d39\u4ecb\u3059\u308b\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306f\u3001\u3042\u306a\u305f\u306eLangChain\u3078\u306e\u53d6\u308a\u7d44\u307f\u306e\u78ba\u304b\u306a\u57fa\u790e\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n<p><strong><u>Skim AI\u306f\u304a\u5ba2\u69d8\u306eLangChain\u30a4\u30f3\u30c6\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3044\u305f\u3057\u307e\u3059\u3002 <\/u><\/strong><\/p>","protected":false},"excerpt":{"rendered":"<p>LangChain, a powerful framework for building applications with large language models, has gained significant traction in the AI community. As more developers and enterprises embrace LangChain to tackle complex tasks, it becomes crucial to follow best practices that ensure seamless integration, optimal performance, and maintainable code. In this blog post, we&#8217;ll explore five key best practices for using and integrating LangChain effectively. Best Practice 1: Leverage Custom Embeddings for Optimal Performance While LangChain offers default embeddings, these pre-trained models may not always yield the best results for your specific use case. To truly harness the power of LangChain and improve the relevance and accuracy of retrieved information, consider training custom [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":11324,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,100,67],"tags":[],"class_list":["post-11076","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-generative-ai","category-ml-nlp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>5 Best Practices (&amp; Tips) for Using &amp; Integrating LangChain for Enterprise AI - Skim AI<\/title>\n<meta name=\"description\" content=\"Enhance your enterprise AI with LangChain. Discover best practices for seamless integration, improved performance, and maintainable code. Learn how custom embeddings, modular components, error handling, and advanced debugging can transform your workflows.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ja\/\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baai\u306b\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\u3092\u7d71\u5408\u3059\u308b\u305f\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"5 Best Practices (&amp; Tips) for Using &amp; Integrating LangChain for Enterprise AI - Skim AI\" \/>\n<meta property=\"og:description\" content=\"Enhance your enterprise AI with LangChain. Discover best practices for seamless integration, improved performance, and maintainable code. 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