{"id":11639,"date":"2024-06-07T07:06:27","date_gmt":"2024-06-07T12:06:27","guid":{"rendered":"http:\/\/skimai.com\/?p=11639"},"modified":"2024-06-07T07:06:27","modified_gmt":"2024-06-07T12:06:27","slug":"%e3%83%a9%e3%83%b3%e3%82%b0%e3%83%81%e3%82%a7%e3%83%bc%e3%83%b3%e3%83%bb%e3%83%a9%e3%83%a1%e3%82%a4%e3%83%b3%e3%83%87%e3%83%83%e3%82%af%e3%82%b9%e3%81%ae%e4%b8%bb%e3%81%aa%e9%81%95%e3%81%8410%e9%81%b8","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/10-key-differences-between-langchain-llamaindex\/","title":{"rendered":"10\u306e\u4e3b\u306a\u9055\u3044\uff1aLangChain\u3068LlamaIndex\u306e\u6bd4\u8f03"},"content":{"rendered":"<p>\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u5229\u7528\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u9700\u8981\u304c\u5897\u3048\u7d9a\u3051\u308b\u4e2d\u3001\u958b\u767a\u8005\u3084\u4f01\u696d\u306f\u6b21\u306e\u3088\u3046\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u6ce8\u76ee\u3057\u3066\u3044\u308b\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/langchain%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b-%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%81%a9%e3%81%86%e4%bd%bf%e3%81%86%e3%81%8b\/\">\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/a> \u3068LlamaIndex\u306f\u3001\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u3092\u5408\u7406\u5316\u3057\u3001\u3053\u308c\u3089\u306e\u5f37\u529b\u306aAI\u30c4\u30fc\u30eb\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u4e21\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078\u306eLLM\u306e\u7d71\u5408\u3092\u7c21\u7d20\u5316\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u305d\u308c\u305e\u308c\u72ec\u81ea\u306e\u5f37\u307f\u3068\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3082\u305f\u3089\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001LangChain\u3068LlamaIndex\u306e\u4e3b\u306a\u9055\u3044\u309210\u500b\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002\u691c\u7d22\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u306b\u3057\u3066\u3082\u3001\u30c7\u30fc\u30bf\u691c\u7d22\u306b\u7279\u5316\u3059\u308b\u306b\u3057\u3066\u3082\u3001\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3(<a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%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%81%8a%e3%81%91%e3%82%8b%e6%a4%9c%e7%b4%a2%e6%8b%a1%e5%bc%b5%e4%b8%96%e4%bb%a3%e3%83%a9%e3%82%b0\/\">\u30e9\u30b0<\/a>)\u3001\u3053\u306e2\u3064\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9055\u3044\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u6210\u529f\u306e\u305f\u3081\u306b\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308b\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\/10-key-differences-between-langchain-llamaindex\/#1_Focus_and_Specialization\" >1.\u7126\u70b9\u3068\u5c02\u9580\u6027<\/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\/10-key-differences-between-langchain-llamaindex\/#2_Core_Components_and_Features\" >2.\u30b3\u30a2\u30fb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u6a5f\u80fd<\/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\/10-key-differences-between-langchain-llamaindex\/#3_Data_Integration_Capabilities\" >3.\u30c7\u30fc\u30bf\u7d71\u5408\u80fd\u529b<\/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\/10-key-differences-between-langchain-llamaindex\/#4_Customization_and_Extensibility\" >4.\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u62e1\u5f35\u6027<\/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\/10-key-differences-between-langchain-llamaindex\/#5_Suitability_for_Different_Application_Types\" >5.\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30bf\u30a4\u30d7\u3078\u306e\u9069\u5408\u6027<\/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\/10-key-differences-between-langchain-llamaindex\/#6_Ease_of_Use_and_Learning_Curve\" >6.\u4f7f\u3044\u3084\u3059\u3055\u3068\u5b66\u7fd2\u66f2\u7dda<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/10-key-differences-between-langchain-llamaindex\/#7_Performance_and_Scalability\" >7.\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/10-key-differences-between-langchain-llamaindex\/#8_Integration_with_Large_Language_Models\" >8.\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u306e\u7d71\u5408<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ja\/10-key-differences-between-langchain-llamaindex\/#9_Handling_Domain-Specific_and_Proprietary_Data\" >9.\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u30c7\u30fc\u30bf\u3068\u5c02\u6709\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ja\/10-key-differences-between-langchain-llamaindex\/#10_Community_Support_and_Ecosystem\" >10.\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u652f\u63f4\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ja\/10-key-differences-between-langchain-llamaindex\/#Making_the_Right_Choice_for_Your_LLM_Application\" >LLM\u51fa\u9858\u306e\u305f\u3081\u306e\u6b63\u3057\u3044\u9078\u629e<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Focus_and_Specialization\"><\/span>1.\u7126\u70b9\u3068\u5c02\u9580\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u3068LlamaIndex\u306e\u4e3b\u306a\u9055\u3044\u306e\u4e00\u3064\u306f\u3001\u305d\u306e\u7126\u70b9\u3068\u5c02\u9580\u6027\u306b\u3042\u308b\u3002<\/p>\n\n\n<p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u306f\u3001\u5e45\u5e83\u3044LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001\u591a\u7528\u9014\u3067\u67d4\u8edf\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u305d\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u8c4a\u5bcc\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3001\u8cea\u554f\u5fdc\u7b54\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306a\u3069\u69d8\u3005\u306a\u30bf\u30b9\u30af\u306bLLM\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3057\u305f\u8907\u96d1\u3067\u591a\u9762\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002LangChain\u306e\u67d4\u8edf\u6027\u306f\u3001LLM\u306e\u52d5\u4f5c\u3092\u304d\u3081\u7d30\u304b\u304f\u5236\u5fa1\u3057\u3001\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u306e\u7d71\u5408\u3092\u5fc5\u8981\u3068\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n\n\n<p>\u305d\u306e\u4e00\u65b9\u3067 <strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u306f\u3001LLM\u3092\u5229\u7528\u3057\u305f\u691c\u7d22\u304a\u3088\u3073\u691c\u7d22\u30bf\u30b9\u30af\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u7d22\u5f15\u4ed8\u3051\u3068\u691c\u7d22\u306b\u7279\u5316\u3057\u3066\u3044\u308b\u3002LlamaIndex\u306f\u3001\u52b9\u7387\u7684\u306a\u691c\u7d22\u3001\u53d6\u5f97\u3001\u8cea\u554f\u5fdc\u7b54\u6a5f\u80fd\u3092\u53ef\u80fd\u306b\u3059\u308b\u5805\u7262\u306a\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002LlamaIndex\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u306e\u6b63\u78ba\u304b\u3064\u9ad8\u901f\u306a\u60c5\u5831\u691c\u7d22\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Core_Components_and_Features\"><\/span>2.\u30b3\u30a2\u30fb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u6a5f\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u3068LlamaIndex\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u91cd\u70b9\u5206\u91ce\u306b\u5bfe\u5fdc\u3059\u308b\u30b3\u30a2\u30fb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u6a5f\u80fd\u306e\u660e\u78ba\u306a\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/p>\n\n\n<p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u3092\u542b\u3080\u5305\u62ec\u7684\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u30fb\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3059\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30b9\u30ad\u30fc\u30de<\/strong>:\u69cb\u9020\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306e\u69cb\u6210\u3068\u7ba1\u7406<\/p><\/li><li><p><strong>\u30e2\u30c7\u30eb<\/strong>:\u591a\u69d8\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306e\u305f\u3081\u306e\u69d8\u3005\u306aLLM\u3068\u306e\u7d71\u5408<\/p><\/li><li><p><strong>\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong>:LLM\u306e\u52d5\u4f5c\u3092\u5fae\u8abf\u6574\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u4f5c\u6210\u3068\u7ba1\u7406\u306e\u5408\u7406\u5316<\/p><\/li><li><p><strong>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong>:\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u306e\u52b9\u7387\u7684\u306a\u60c5\u5831\u691c\u7d22<\/p><\/li><li><p><strong>\u30e1\u30e2\u30ea\u30fc<\/strong>:\u4f1a\u8a71\u578bAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308b\u6587\u8108\u8a8d\u8b58\u3068\u4e00\u8cab\u6027<\/p><\/li><li><p><strong>\u30c1\u30a7\u30fc\u30f3<\/strong>:\u8907\u96d1\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u591a\u6bb5\u968e\u63a8\u8ad6\u6a5f\u80fd<\/p><\/li>\n<\/ul>\n\n\n<p>\u3053\u308c\u3089\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u52d5\u4f5c\u3068\u5916\u90e8\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3092\u5099\u3048\u305f\u6d17\u7df4\u3055\u308c\u305fLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong>\u4e00\u65b9\u3067\u3001\u30c7\u30fc\u30bf\u306e\u7d22\u5f15\u4ed8\u3051\u3068\u691c\u7d22\u6a5f\u80fd\u3092\u5f37\u5316\u3059\u308b\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u30fc<\/strong>:\u69cb\u9020\u5316\u304a\u3088\u3073\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408<\/p><\/li><li><p><strong>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6a5f\u80fd<\/strong>:\u9ad8\u901f\u304b\u3064\u6b63\u78ba\u306a\u691c\u7d22\u3068\u53d6\u5f97\u306e\u305f\u3081\u306e\u9ad8\u5ea6\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6280\u8853<\/p><\/li><li><p><strong>\u30af\u30a8\u30ea\u30fc\u306e\u6700\u9069\u5316<\/strong>:\u95a2\u9023\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u30af\u30a8\u30ea\u51e6\u7406\u306e\u5f37\u5316<\/p><\/li><li><p><strong>\u5fdc\u7b54\u5408\u6210<\/strong>:\u9996\u5c3e\u4e00\u8cab\u3057\u305f\u3001\u6587\u8108\u306b\u5373\u3057\u305f\u56de\u7b54\u306e\u751f\u6210<\/p><\/li>\n<\/ul>\n\n\n<p>LlamaIndex\u306e\u7279\u5316\u3057\u305f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u691c\u7d22\u3068\u8cea\u554f\u5fdc\u7b54\u6a5f\u80fd\u3092\u512a\u5148\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Data_Integration_Capabilities\"><\/span>3.\u30c7\u30fc\u30bf\u7d71\u5408\u80fd\u529b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u52b9\u679c\u7684\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u304c\u4e0d\u53ef\u6b20\u3060\u304c\u3001LangChain\u3068LlamaIndex\u3067\u306f\u3053\u306e\u70b9\u3078\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u7570\u306a\u308b\u3002<\/p>\n\n\n<p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u306f\u3001\u5e45\u5e83\u3044\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3084API\u306b\u5bfe\u5fdc\u3059\u308b\u67d4\u8edf\u306a\u7d71\u5408\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u305d\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u7c21\u5358\u306b\u63a5\u7d9a\u3057 <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> \u69cb\u9020\u5316\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u975e\u69cb\u9020\u5316\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u5916\u90e8API\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002LangChain\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u6a5f\u80fd\u306f\u3001\u958b\u767a\u8005\u304c\u8907\u6570\u306e\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308bLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u3001\u7d50\u679c\u3068\u3057\u3066\u5f97\u3089\u308c\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u6c4e\u7528\u6027\u3068\u9069\u5fdc\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong>\u4e00\u65b9\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304a\u3088\u3073\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u3092\u63d0\u4f9b\u3059\u308b\u3002LlamaIndex \u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306a\u3069\u69d8\u3005\u306a\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3059\u308b\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u306e\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002LlamaIndex\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u6a5f\u80fd\u306f\u3001\u52b9\u7387\u7684\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u691c\u7d22\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u304a\u308a\u3001\u691c\u7d22\u3084\u8cea\u554f\u5fdc\u7b54\u30bf\u30b9\u30af\u3067\u30c7\u30fc\u30bf\u306b\u3059\u3050\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Customization_and_Extensibility\"><\/span>4.\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u62e1\u5f35\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u62e1\u5f35\u6027\u306f\u3001LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u975e\u5e38\u306b\u91cd\u8981\u306a\u8981\u7d20\u3067\u3042\u308b\u3002<\/p>\n\n\n<p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u306f\u9ad8\u5ea6\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u62e1\u5f35\u304c\u53ef\u80fd\u3067\u3001\u958b\u767a\u8005\u306fLLM\u306e\u52d5\u4f5c\u3092\u304d\u3081\u7d30\u304b\u304f\u5236\u5fa1\u3067\u304d\u308b\u3002\u30e2\u30b8\u30e5\u30e9\u30fc\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u65e2\u5b58\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u7c21\u5358\u306b\u5909\u66f4\u30fb\u62e1\u5f35\u3057\u305f\u308a\u3001\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u307e\u3063\u305f\u304f\u65b0\u3057\u3044\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u305f\u308a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30ec\u30d9\u30eb\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306b\u3088\u308a\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u8ab2\u984c\u306b\u53d6\u308a\u7d44\u307f\u3001\u65e2\u5b58\u306e\u30b7\u30b9\u30c6\u30e0\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u308b\u3001\u9ad8\u5ea6\u306b\u5c02\u9580\u5316\u3055\u308c\u305fLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4f5c\u6210\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong>\u3042\u308b\u7a0b\u5ea6\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306f\u53ef\u80fd\u3060\u304c\u3001\u30c7\u30fc\u30bf\u95a2\u9023\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u7d71\u5408\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u3002LlamaIndex\u306f\u67d4\u8edf\u306a\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u3001\u958b\u767a\u8005\u306f\u30ab\u30b9\u30bf\u30e0\u30c7\u30fc\u30bf\u69cb\u9020\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6226\u7565\u3001\u691c\u7d22\u30e1\u30bd\u30c3\u30c9\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306fLlamaIndex\u3092\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u3068\u3059\u308b\u30c9\u30e1\u30a4\u30f3\u3084\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u306b\u5bfe\u3057\u3066\u52b9\u7387\u7684\u306a\u691c\u7d22\u3068\u53d6\u5f97\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u4fdd\u8a3c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_Suitability_for_Different_Application_Types\"><\/span>5.\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30bf\u30a4\u30d7\u3078\u306e\u9069\u5408\u6027<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u3068LlamaIndex\u306f\u3001\u5177\u4f53\u7684\u306a\u8981\u4ef6\u3084\u8ab2\u984c\u306b\u5fdc\u3058\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u306f\u3001LLM \u306e\u52d5\u4f5c\u3092\u304d\u3081\u7d30\u304b\u304f\u5236\u5fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u8907\u96d1\u306a\u30de\u30eb\u30c1\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002\u305d\u306e\u6c4e\u7528\u6027\u3068\u62e1\u5f35\u6027\u306f\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3001\u5916\u90e8API\u3001\u30ab\u30b9\u30bf\u30e0\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u542b\u3080\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002LangChain\u306e\u67d4\u8edf\u6027\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u306a\u3069\u3001\u5e45\u5e83\u3044\u30bf\u30b9\u30af\u306bLLM\u3092\u6d3b\u7528\u3059\u308b\u6d17\u7df4\u3055\u308c\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong>\u4e00\u65b9\u3001\u30c7\u30fc\u30bf\u30a4\u30f3\u30c6\u30f3\u30b7\u30d6\u306a\u691c\u7d22\u3001\u53d6\u5f97\u3001\u8cea\u554f\u5fdc\u7b54\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u3082\u9069\u3057\u3066\u3044\u308b\u3002\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306a\u3069\u3001\u5927\u91cf\u306e\u69cb\u9020\u5316\u30fb\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002LlamaIndex\u306f\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u691c\u7d22\u3068\u30af\u30a8\u30ea\u306e\u6700\u9069\u5316\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u305f\u3081\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u5834\u5408\u3067\u3082\u3001\u9ad8\u901f\u3067\u6b63\u78ba\u306a\u7d50\u679c\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_Ease_of_Use_and_Learning_Curve\"><\/span>6.\u4f7f\u3044\u3084\u3059\u3055\u3068\u5b66\u7fd2\u66f2\u7dda<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u4f7f\u3044\u3084\u3059\u3055\u3068\u5b66\u7fd2\u66f2\u7dda\u306f\u3001\u958b\u767a\u306e\u30b9\u30d4\u30fc\u30c9\u3068\u52b9\u7387\u306b\u5f71\u97ff\u3059\u308b\u305f\u3081\u3001LLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3059\u308b\u969b\u306e\u91cd\u8981\u306a\u8003\u616e\u4e8b\u9805\u3067\u3042\u308b\u3002<\/p>\n\n\n<p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u306fLlamaIndex\u306b\u6bd4\u3079\u3066\u5b66\u7fd2\u66f2\u7dda\u304c\u6025\u3067\u3059\u304c\u3001\u305d\u306e\u4e3b\u306a\u7406\u7531\u306f\u305d\u306e\u67d4\u8edf\u6027\u3068\u5e83\u7bc4\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30aa\u30d7\u30b7\u30e7\u30f3\u306b\u3042\u308a\u307e\u3059\u3002\u958b\u767a\u8005\u306f\u3001LLM\u3084\u30c7\u30fc\u30bf\u7d71\u5408\u6280\u8853\u3001LangChain\u304c\u63d0\u4f9b\u3059\u308b\u69d8\u3005\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u3057\u3063\u304b\u308a\u3068\u7406\u89e3\u3057\u3001\u305d\u306e\u6a5f\u80fd\u3092\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u4e00\u5ea6\u30de\u30b9\u30bf\u30fc\u3059\u308c\u3070\u3001LangChain\u306e\u67d4\u8edf\u6027\u306b\u3088\u308a\u3001\u9ad8\u5ea6\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u5f37\u529b\u306aLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong>\u30c7\u30fc\u30bf\u306e\u7d22\u5f15\u4ed8\u3051\u3068\u691c\u7d22\u306b\u91cd\u70b9\u3092\u7f6e\u304f\u3053\u3068\u3067\u3001\u3088\u308a\u5408\u7406\u7684\u3067\u521d\u5fc3\u8005\u306b\u512a\u3057\u3044\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002LlamaIndex\u306e\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6a5f\u80fd\u306f\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u691c\u7d22\u306b\u95a2\u9023\u3059\u308b\u8907\u96d1\u3055\u306e\u4e00\u90e8\u3092\u62bd\u8c61\u5316\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001LlamaIndex\u306f\u3001\u7279\u306b\u691c\u7d22\u3084\u8cea\u554f\u5fdc\u7b54\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u3001\u3088\u308a\u7c21\u5358\u306b\u4f7f\u3044\u59cb\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7_Performance_and_Scalability\"><\/span>7.\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u5927\u91cf\u306e\u30e6\u30fc\u30b6\u30fc\u30af\u30a8\u30ea\u3092\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308bLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u91cd\u8981\u306a\u8981\u7d20\u3067\u3042\u308b\u3002<\/p>\n\n\n<p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u306f\u3001\u30e2\u30b8\u30e5\u30fc\u30eb\u5f0f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u3068LLM\u52d5\u4f5c\u306e\u304d\u3081\u7d30\u304b\u3044\u5236\u5fa1\u306b\u3088\u308a\u3001\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u308b\u3002\u958b\u767a\u8005\u306f\u500b\u3005\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u6700\u9069\u5316\u3057\u3001\u52b9\u7387\u7684\u306a\u51e6\u7406\u3068\u30ea\u30bd\u30fc\u30b9\u5229\u7528\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001LangChain\u306e\u67d4\u8edf\u6027\u306b\u3088\u308a\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3001\u4e26\u5217\u51e6\u7406\u3001\u5206\u6563\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5411\u4e0a\u6280\u8853\u306e\u7d71\u5408\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u30c7\u30fc\u30bf\u91cf\u3084\u30e6\u30fc\u30b6\u306e\u8981\u6c42\u304c\u5897\u5927\u3057\u3066\u3082\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u62e1\u5f35\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u306f\u3001\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3001\u691c\u7d22\u3001\u30af\u30a8\u30ea\u51e6\u7406\u306b\u304a\u3044\u3066\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u6700\u512a\u5148\u3057\u3066\u3044\u308b\u3002\u30d9\u30af\u30c8\u30eb\u30d9\u30fc\u30b9\u306e\u985e\u4f3c\u691c\u7d22\u3084\u968e\u5c64\u578b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6280\u8853\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6271\u3046\u5834\u5408\u3067\u3082\u3001\u9ad8\u901f\u3067\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u691c\u7d22\u304c\u53ef\u80fd\u3067\u3059\u3002LlamaIndex\u306e\u30af\u30a8\u30ea\u6700\u9069\u5316\u6a5f\u80fd\u306f\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9\u3068\u8a08\u7b97\u306e\u56de\u6570\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u3067\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3055\u3089\u306b\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u91cd\u8996\u3059\u308bLlamaIndex\u306f\u3001\u5927\u91cf\u306e\u691c\u7d22\u30af\u30a8\u30ea\u3084\u30c7\u30fc\u30bf\u691c\u7d22\u8981\u6c42\u3092\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"8_Integration_with_Large_Language_Models\"><\/span>8.\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u306e\u7d71\u5408<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u5927\u898f\u6a21\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u306e\u7d71\u5408\u306f\u3001\u5f37\u529b\u306aAI\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u4e0a\u3067\u91cd\u8981\u306a\u5074\u9762\u3067\u3042\u308b\u304c\u3001LangChain\u3068LlamaIndex\u306f\u3053\u306e\u7d71\u5408\u306b\u7570\u306a\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u306f\u5e45\u5e83\u3044LLM\u3068\u306e\u7d71\u5408\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u958b\u767a\u8005\u306f\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u6700\u3082\u9069\u3057\u305f\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002OpenAI\u306eGPT\u30b7\u30ea\u30fc\u30ba\u3067\u3042\u308c\u3001Google\u306eBERT\u3067\u3042\u308c\u3001\u305d\u306e\u4ed6\u306eLLM\u3067\u3042\u308c\u3001LangChain\u306f\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u306e\u305f\u3081\u306e\u67d4\u8edf\u306a\u30a4\u30f3\u30bf\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u69d8\u3005\u306aLLM\u3068\u306e\u3053\u306e\u4e92\u63db\u6027\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u7570\u306a\u308b\u30e2\u30c7\u30eb\u306e\u9577\u6240\u3092\u6d3b\u7528\u3057\u3001\u6027\u80fd\u3068\u6a5f\u80fd\u3092\u5f37\u5316\u3059\u308b\u305f\u3081\u306b\u8907\u6570\u306eLLM\u306e\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong>\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%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%ae%e3%81%9f%e3%82%81%e3%81%aellm-api%e7%b5%b1%e5%90%88%e6%88%a6%e7%95%a5%e3%81%a8%e3%83%99%e3%82%b9%e3%83%88%e3%83%97\/\">LLM\u7d71\u5408<\/a>LlamaIndex\u306f\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u691c\u7d22\u306b\u3088\u3063\u3066LLM\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u3002\u5805\u7262\u306a\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u9ad8\u5ea6\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001LlamaIndex\u306fLLM\u304c\u95a2\u9023\u60c5\u5831\u306b\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u691c\u7d22\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u7d71\u5408\u306f\u3001\u7279\u306b\u691c\u7d22\u3084\u8cea\u554f\u5fdc\u7b54\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3044\u3066\u3001LLM\u304c\u751f\u6210\u3059\u308b\u5fdc\u7b54\u306e\u54c1\u8cea\u3068\u6587\u8108\u4e0a\u306e\u95a2\u9023\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"9_Handling_Domain-Specific_and_Proprietary_Data\"><\/span>9.\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u30c7\u30fc\u30bf\u3068\u5c02\u6709\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u5c02\u6709\u30c7\u30fc\u30bf\u3092\u6271\u3046\u3053\u3068\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4e00\u822c\u7684\u306a\u8ab2\u984c\u3067\u3042\u308b\u3002 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e6%9c%80%e9%ab%98%e3%81%aeroi%e3%82%92%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8b4%e3%81%a4%e3%81%ae%e4%bc%81%e6%a5%ad%e5%90%91%e3%81%91llm%e3%83%a6%e3%83%bc%e3%82%b9%e3%82%b1%e3%83%bc%e3%82%b9\/\">\u4f01\u696dLLM<\/a> LangChain\u3068LlamaIndex\u306f\u3001\u3053\u306e\u554f\u984c\u306b\u53d6\u308a\u7d44\u3080\u305f\u3081\u306e\u7570\u306a\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n<p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u3084\u30bd\u30fc\u30b9\u3092\u6271\u3046\u305f\u3081\u306e\u67d4\u8edf\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u3066\u304a\u308a\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u72ec\u81ea\u30c7\u30fc\u30bf\u3092\u6271\u3046\u306e\u306b\u9069\u3057\u3066\u3044\u308b\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u3084\u51e6\u7406\u306b\u306f\u3001\u958b\u767a\u8005\u5074\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3084\u52b4\u529b\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002LangChain\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u30ab\u30b9\u30bf\u30e0\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u3068\u30d7\u30ed\u30bb\u30c3\u30b5\u306e\u4f5c\u6210\u3092\u53ef\u80fd\u306b\u3057\u3001\u958b\u767a\u8005\u304c\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u8981\u4ef6\u306b\u9069\u5fdc\u3055\u305b\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong>\u5c02\u9580\u7684\u306a\u30c7\u30fc\u30bf\u30fb\u30b3\u30cd\u30af\u30bf\u3068\u7d22\u5f15\u4f5c\u6210\u6a5f\u80fd\u3092\u5099\u3048\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u72ec\u81ea\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002LlamaIndex\u306e\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u5f62\u5f0f\u3084\u69cb\u9020\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u72ec\u81ea\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7d71\u5408\u3084\u51e6\u7406\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002LlamaIndex\u306e\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u7d22\u5f15\u4ed8\u3051\u3068\u691c\u7d22\u3078\u306e\u6ce8\u529b\u306f\u3001LLM\u304c\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u60c5\u5831\u306b\u7d20\u65e9\u304f\u30a2\u30af\u30bb\u30b9\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u30cb\u30c3\u30c1\u306a\u30c9\u30e1\u30a4\u30f3\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10_Community_Support_and_Ecosystem\"><\/span>10.\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u652f\u63f4\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u5f37\u529b\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u958b\u767a\u3092\u5927\u5e45\u306b\u52a0\u901f\u3057\u3001LLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u4f5c\u696d\u3059\u308b\u30d3\u30eb\u30c0\u30fc\u306b\u8cb4\u91cd\u306a\u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> LangChain\u306f\u3001\u6210\u9577\u3057\u7d9a\u3051\u308b\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u6069\u6075\u3092\u53d7\u3051\u3001\u5e45\u5e83\u3044\u30ea\u30bd\u30fc\u30b9\u3001\u62e1\u5f35\u6a5f\u80fd\u3001\u7d71\u5408\u6a5f\u80fd\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002LangChain\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001\u65b0\u3057\u3044\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u958b\u767a\u306b\u7a4d\u6975\u7684\u306b\u8ca2\u732e\u3057\u3001\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u5171\u6709\u3057\u3001\u4ef2\u9593\u306e\u958b\u767a\u8005\u306b\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u6d3b\u6c17\u3042\u308b\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u65e2\u5b58\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u6d3b\u7528\u3057\u3001\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3001\u4ed6\u306e\u958b\u767a\u8005\u3068\u5354\u529b\u3057\u3066\u9769\u65b0\u7684\u306aLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong>LlamaIndex\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001\u3088\u308a\u7126\u70b9\u3092\u7d5e\u3063\u305f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3092\u6301\u3064\u4e00\u65b9\u3067\u3001\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u53d6\u308a\u7d44\u3080\u958b\u767a\u8005\u3084\u7814\u7a76\u8005\u304c\u5171\u6709\u3059\u308b\u5c02\u9580\u77e5\u8b58\u3084\u30ea\u30bd\u30fc\u30b9\u306e\u6069\u6075\u3092\u53d7\u3051\u3066\u3044\u307e\u3059\u3002LlamaIndex\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u7d22\u5f15\u4ed8\u3051\u3001\u691c\u7d22\u3001\u8cea\u554f\u5fdc\u7b54\u306b\u95a2\u3059\u308b\u5206\u91ce\u3067\u7279\u306b\u6d3b\u767a\u306b\u6d3b\u52d5\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u306e\u9818\u57df\u3067LLM\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306e\u8cb4\u91cd\u306a\u6d1e\u5bdf\u3084\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Making_the_Right_Choice_for_Your_LLM_Application\"><\/span>LLM\u51fa\u9858\u306e\u305f\u3081\u306e\u6b63\u3057\u3044\u9078\u629e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u3068LlamaIndex\u306f\u3069\u3061\u3089\u3082LLM\u3092\u642d\u8f09\u3057\u305f\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\u3001\u305d\u308c\u305e\u308c\u72ec\u81ea\u306e\u5f37\u307f\u3068\u91cd\u70b9\u5206\u91ce\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002LangChain\u306e\u591a\u7528\u9014\u6027\u3068\u67d4\u8edf\u6027\u306f\u3001LLM\u306e\u52d5\u4f5c\u306e\u304d\u3081\u7d30\u304b\u306a\u5236\u5fa1\u3084\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u306e\u7d71\u5408\u3092\u5fc5\u8981\u3068\u3059\u308b\u8907\u96d1\u306a\u30de\u30eb\u30c1\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002\u4e00\u65b9\u3001LlamaIndex\u306e\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3068\u691c\u7d22\u6a5f\u80fd\u306f\u3001\u9ad8\u901f\u3067\u6b63\u78ba\u306a\u60c5\u5831\u30a2\u30af\u30bb\u30b9\u3092\u512a\u5148\u3059\u308b\u691c\u7d22\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/p>\n\n\n<p>LangChain\u3068LlamaIndex\u306e\u3069\u3061\u3089\u304b\u3092\u9078\u629e\u3059\u308b\u5834\u5408\u3001\u304a\u5ba2\u69d8\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u8981\u4ef6\u3001\u30c7\u30fc\u30bf\u30cb\u30fc\u30ba\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u306e\u30ec\u30d9\u30eb\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4e3b\u306a\u9055\u3044\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u3042\u306a\u305f\u306e\u76ee\u6a19\u306b\u6cbf\u3044\u3001\u3042\u306a\u305f\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6210\u529f\u3092\u78ba\u5b9f\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6c7a\u5b9a\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u3068LlamaIndex\u306e\u4e21\u793e\u306f\u3001\u5f37\u529b\u3067\u52b9\u7387\u7684\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u7d71\u5408\u306b\u5bfe\u3059\u308b\u9700\u8981\u306e\u9ad8\u307e\u308a\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u7acb\u5834\u306b\u3042\u308a\u307e\u3059\u3002\u4e21\u793e\u306e\u30e6\u30cb\u30fc\u30af\u306a\u5f37\u307f\u3092\u6d3b\u7528\u3057\u3001\u3053\u306e\u5206\u91ce\u306b\u304a\u3051\u308b\u6700\u65b0\u306e\u9032\u6b69\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u306fLLM\u306e\u6f5c\u5728\u80fd\u529b\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3057\u3001\u69d8\u3005\u306a\u9818\u57df\u3067\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u4fa1\u5024\u3092\u63a8\u9032\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>As the demand for applications powered by large language models (LLMs) continues to grow, developers and enterprises are turning to frameworks like LangChain and LlamaIndex to streamline the development process and unlock the full potential of these powerful AI tools. While both frameworks aim to simplify the integration of LLMs into various applications, they each bring unique strengths and approaches to the table. In this article, we&#8217;ll explore 10 key differences between LangChain and LlamaIndex, helping you make an informed decision when choosing the right framework for your specific needs. Whether you&#8217;re building search and retrieval applications, focusing on data retrieval, or leveraging retrieval augmented generation (RAG), understanding the distinctions [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":11940,"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-11639","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>10 Key Differences: LangChain vs LlamaIndex - Skim AI<\/title>\n<meta name=\"description\" content=\"Discover 10 Key Differences Between LangChain and LlamaIndex. Explore how these frameworks streamline large language model (LLM) application development, focusing on aspects like data integration, customization, performance, and suitability for various use cases. Learn which framework is right for your LLM-powered projects.\" \/>\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\/\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\u30fb\u30e9\u30e1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4e3b\u306a\u9055\u304410\u9078\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"10 Key Differences: LangChain vs LlamaIndex - Skim AI\" \/>\n<meta property=\"og:description\" content=\"Discover 10 Key Differences Between LangChain and LlamaIndex. Explore how these frameworks streamline large language model (LLM) application development, focusing on aspects like data integration, customization, performance, and suitability for various use cases. Learn which framework is right for your LLM-powered projects.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/skimai.com\/ja\/\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\u30fb\u30e9\u30e1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4e3b\u306a\u9055\u304410\u9078\/\" \/>\n<meta property=\"og:site_name\" content=\"Skim AI\" \/>\n<meta property=\"article:published_time\" content=\"2024-06-07T12:06:27+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-vs-llamaindex-3.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1456\" \/>\n\t<meta property=\"og:image:height\" content=\"816\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Greggory Elias\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Greggory Elias\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"9\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/\"},\"author\":{\"name\":\"Greggory Elias\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6\"},\"headline\":\"10 Key Differences: LangChain vs LlamaIndex\",\"datePublished\":\"2024-06-07T12:06:27+00:00\",\"dateModified\":\"2024-06-07T12:06:27+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/\"},\"wordCount\":1846,\"publisher\":{\"@id\":\"https:\/\/skimai.com\/uk\/#organization\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-vs-llamaindex-3.jpg\",\"articleSection\":[\"Enterprise AI\",\"Generative AI\",\"LLMs \/ NLP\"],\"inLanguage\":\"ja\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/\",\"url\":\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/\",\"name\":\"10 Key Differences: LangChain vs LlamaIndex - Skim AI\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/uk\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-vs-llamaindex-3.jpg\",\"datePublished\":\"2024-06-07T12:06:27+00:00\",\"dateModified\":\"2024-06-07T12:06:27+00:00\",\"description\":\"Discover 10 Key Differences Between LangChain and LlamaIndex. Explore how these frameworks streamline large language model (LLM) application development, focusing on aspects like data integration, customization, performance, and suitability for various use cases. Learn which framework is right for your LLM-powered projects.\",\"breadcrumb\":{\"@id\":\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#breadcrumb\"},\"inLanguage\":\"ja\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#primaryimage\",\"url\":\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-vs-llamaindex-3.jpg\",\"contentUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-vs-llamaindex-3.jpg\",\"width\":1456,\"height\":816,\"caption\":\"langchain vs llamaindex 3\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/skimai.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"10 Key Differences: LangChain vs LlamaIndex\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/skimai.com\/uk\/#website\",\"url\":\"https:\/\/skimai.com\/uk\/\",\"name\":\"Skim AI\",\"description\":\"The AI Agent Workforce Platform\",\"publisher\":{\"@id\":\"https:\/\/skimai.com\/uk\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/skimai.com\/uk\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ja\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/skimai.com\/uk\/#organization\",\"name\":\"Skim AI\",\"url\":\"https:\/\/skimai.com\/uk\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ja\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/\",\"url\":\"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png\",\"contentUrl\":\"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png\",\"width\":194,\"height\":58,\"caption\":\"Skim AI\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/company\/skim-ai\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6\",\"name\":\"Greggory Elias\",\"url\":\"https:\/\/skimai.com\/ja\/author\/gregg\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"10\u306e\u91cd\u8981\u306a\u9055\u3044\uff1aLangChain vs LlamaIndex - \u30b9\u30ad\u30e0AI","description":"LangChain\u3068LlamaIndex\u306e10\u306e\u4e3b\u306a\u9055\u3044\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u3069\u306e\u3088\u3046\u306b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3092\u52b9\u7387\u5316\u3059\u308b\u306e\u304b\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u69d8\u3005\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3078\u306e\u9069\u5408\u6027\u306a\u3069\u306e\u5074\u9762\u306b\u7126\u70b9\u3092\u5f53\u3066\u306a\u304c\u3089\u63a2\u308a\u307e\u3059\u3002\u3042\u306a\u305f\u306eLLM\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u306f\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u9069\u3057\u3066\u3044\u308b\u304b\u3092\u5b66\u3093\u3067\u304f\u3060\u3055\u3044\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/skimai.com\/ja\/\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\u30fb\u30e9\u30e1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4e3b\u306a\u9055\u304410\u9078\/","og_locale":"ja_JP","og_type":"article","og_title":"10 Key Differences: LangChain vs LlamaIndex - Skim AI","og_description":"Discover 10 Key Differences Between LangChain and LlamaIndex. Explore how these frameworks streamline large language model (LLM) application development, focusing on aspects like data integration, customization, performance, and suitability for various use cases. Learn which framework is right for your LLM-powered projects.","og_url":"https:\/\/skimai.com\/ja\/\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\u30fb\u30e9\u30e1\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4e3b\u306a\u9055\u304410\u9078\/","og_site_name":"Skim AI","article_published_time":"2024-06-07T12:06:27+00:00","og_image":[{"width":1456,"height":816,"url":"https:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-vs-llamaindex-3.jpg","type":"image\/jpeg"}],"author":"Greggory Elias","twitter_card":"summary_large_image","twitter_misc":{"\u57f7\u7b46\u8005":"Greggory Elias","\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593":"9\u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#article","isPartOf":{"@id":"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/"},"author":{"name":"Greggory Elias","@id":"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6"},"headline":"10 Key Differences: LangChain vs LlamaIndex","datePublished":"2024-06-07T12:06:27+00:00","dateModified":"2024-06-07T12:06:27+00:00","mainEntityOfPage":{"@id":"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/"},"wordCount":1846,"publisher":{"@id":"https:\/\/skimai.com\/uk\/#organization"},"image":{"@id":"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#primaryimage"},"thumbnailUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-vs-llamaindex-3.jpg","articleSection":["Enterprise AI","Generative AI","LLMs \/ NLP"],"inLanguage":"ja"},{"@type":"WebPage","@id":"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/","url":"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/","name":"10\u306e\u91cd\u8981\u306a\u9055\u3044\uff1aLangChain vs LlamaIndex - \u30b9\u30ad\u30e0AI","isPartOf":{"@id":"https:\/\/skimai.com\/uk\/#website"},"primaryImageOfPage":{"@id":"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#primaryimage"},"image":{"@id":"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#primaryimage"},"thumbnailUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-vs-llamaindex-3.jpg","datePublished":"2024-06-07T12:06:27+00:00","dateModified":"2024-06-07T12:06:27+00:00","description":"LangChain\u3068LlamaIndex\u306e10\u306e\u4e3b\u306a\u9055\u3044\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u3069\u306e\u3088\u3046\u306b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3092\u52b9\u7387\u5316\u3059\u308b\u306e\u304b\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u69d8\u3005\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3078\u306e\u9069\u5408\u6027\u306a\u3069\u306e\u5074\u9762\u306b\u7126\u70b9\u3092\u5f53\u3066\u306a\u304c\u3089\u63a2\u308a\u307e\u3059\u3002\u3042\u306a\u305f\u306eLLM\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u306f\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u9069\u3057\u3066\u3044\u308b\u304b\u3092\u5b66\u3093\u3067\u304f\u3060\u3055\u3044\u3002","breadcrumb":{"@id":"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#breadcrumb"},"inLanguage":"ja","potentialAction":[{"@type":"ReadAction","target":["https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/"]}]},{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#primaryimage","url":"https:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-vs-llamaindex-3.jpg","contentUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-vs-llamaindex-3.jpg","width":1456,"height":816,"caption":"langchain vs llamaindex 3"},{"@type":"BreadcrumbList","@id":"https:\/\/skimai.com\/ko\/\ub791\uccb4\uc778-\ub77c\ub9c8\uc778\ub371\uc2a4\uc758-10\uac00\uc9c0-\uc8fc\uc694-\ucc28\uc774\uc810\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/skimai.com\/"},{"@type":"ListItem","position":2,"name":"10 Key Differences: LangChain vs LlamaIndex"}]},{"@type":"WebSite","@id":"https:\/\/skimai.com\/uk\/#website","url":"https:\/\/skimai.com\/uk\/","name":"\u30b9\u30ad\u30e0AI","description":"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30ef\u30fc\u30af\u30d5\u30a9\u30fc\u30b9\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0","publisher":{"@id":"https:\/\/skimai.com\/uk\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/skimai.com\/uk\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ja"},{"@type":"Organization","@id":"https:\/\/skimai.com\/uk\/#organization","name":"\u30b9\u30ad\u30e0AI","url":"https:\/\/skimai.com\/uk\/","logo":{"@type":"ImageObject","inLanguage":"ja","@id":"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/","url":"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png","contentUrl":"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png","width":194,"height":58,"caption":"Skim AI"},"image":{"@id":"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/skim-ai"]},{"@type":"Person","@id":"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6","name":"\u30b0\u30ec\u30b4\u30ea\u30fc\u30fb\u30a8\u30ea\u30a2\u30b9","url":"https:\/\/skimai.com\/ja\/author\/gregg\/"}]}},"_links":{"self":[{"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/posts\/11639","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/users\/1003"}],"replies":[{"embeddable":true,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/comments?post=11639"}],"version-history":[{"count":0,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/posts\/11639\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/media\/11940"}],"wp:attachment":[{"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/media?parent=11639"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/categories?post=11639"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/skimai.com\/ja\/wp-json\/wp\/v2\/tags?post=11639"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}