{"id":11652,"date":"2024-06-09T19:07:24","date_gmt":"2024-06-10T00:07:24","guid":{"rendered":"http:\/\/skimai.com\/?p=11652"},"modified":"2024-06-09T19:10:14","modified_gmt":"2024-06-10T00:10:14","slug":"10%e3%81%ae%e8%b3%aa%e5%95%8f%e3%83%a9%e3%83%b3%e3%82%b0%e3%83%81%e3%82%a7%e3%83%bc%e3%83%b3%ef%bc%86%e3%83%a9%e3%83%9e%e3%82%a4%e3%83%b3%e3%83%87%e3%83%83%e3%82%af%e3%82%b9%e3%82%92%e9%81%b8%e3%81%b6","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/10-questions-to-ask-when-choosing-between-langchain-llamaindex\/","title":{"rendered":"10\u306e\u8cea\u554f\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\uff06\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u9078\u3076\u3068\u304d"},"content":{"rendered":"<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u52b9\u7387\u6027\u3092\u4fc3\u9032\u3059\u308b\u53ef\u80fd\u6027\u3092\u4f01\u696d\u304c\u8a8d\u8b58\u3059\u308b\u3088\u3046\u306b\u306a\u308b\u306b\u3064\u308c\u3001\u9069\u5207\u306aLLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u306a\u6c7a\u65ad\u3068\u306a\u308a\u307e\u3059\u3002\u4eca\u65e5\u3001\u5e02\u5834\u3067\u6700\u3082\u8457\u540d\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e2\u3064\u306f\u3001LangChain\u3068... <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\/\"><strong><u>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/u><\/strong><\/a> \u305d\u3057\u3066 <strong><u>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/u><\/strong>\u305d\u308c\u305e\u308c\u72ec\u81ea\u306e\u6a5f\u80fd\u3068\u30e1\u30ea\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u3066\u3044\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> 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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-questions-to-ask-when-choosing-between-langchain-llamaindex\/#1_What_are_our_primary_use_cases_and_requirements\" >1.\u4e3b\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3068\u8981\u4ef6\u306f\uff1f<\/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-questions-to-ask-when-choosing-between-langchain-llamaindex\/#2_How_much_flexibility_and_customization_do_we_need\" >2.\u3069\u306e\u7a0b\u5ea6\u306e\u67d4\u8edf\u6027\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u5fc5\u8981\u304b\uff1f<\/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-questions-to-ask-when-choosing-between-langchain-llamaindex\/#3_What_types_of_data_sources_will_we_be_working_with\" >3.\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u6271\u3046\u306e\u304b\uff1f<\/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-questions-to-ask-when-choosing-between-langchain-llamaindex\/#4_How_important_is_ease_of_use_and_learning_curve_for_our_team\" >4.\u79c1\u305f\u3061\u306e\u30c1\u30fc\u30e0\u306b\u3068\u3063\u3066\u3001\u4f7f\u3044\u3084\u3059\u3055\u3068\u5b66\u7fd2\u66f2\u7dda\u306f\u3069\u306e\u7a0b\u5ea6\u91cd\u8981\u3067\u3059\u304b\uff1f<\/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-questions-to-ask-when-choosing-between-langchain-llamaindex\/#5_What_are_our_performance_and_scalability_requirements\" >5.\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u8981\u4ef6\u306f\uff1f<\/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-questions-to-ask-when-choosing-between-langchain-llamaindex\/#6_How_will_we_handle_domain-specific_and_proprietary_data\" >6.\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u5c02\u6709\u30c7\u30fc\u30bf\u306f\u3069\u306e\u3088\u3046\u306b\u6271\u3046\u306e\u304b\u3002<\/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-questions-to-ask-when-choosing-between-langchain-llamaindex\/#7_What_level_of_community_support_and_ecosystem_maturity_do_we_require\" >7.\u5730\u57df\u793e\u4f1a\u306e\u652f\u63f4\u3068\u751f\u614b\u7cfb\u306e\u6210\u719f\u5ea6\u306f\u3069\u306e\u7a0b\u5ea6\u304b\uff1f<\/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-questions-to-ask-when-choosing-between-langchain-llamaindex\/#8_How_do_we_plan_to_integrate_with_existing_systems_and_workflows\" >8.\u65e2\u5b58\u306e\u30b7\u30b9\u30c6\u30e0\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u306e\u7d71\u5408\u3092\u3069\u306e\u3088\u3046\u306b\u8a08\u753b\u3057\u3066\u3044\u308b\u304b\u3002<\/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-questions-to-ask-when-choosing-between-langchain-llamaindex\/#9_What_are_the_long-term_costs_and_maintenance_considerations\" >9.\u9577\u671f\u7684\u306a\u30b3\u30b9\u30c8\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u8003\u616e\u70b9\u306f\uff1f<\/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-questions-to-ask-when-choosing-between-langchain-llamaindex\/#10_Can_we_leverage_a_combination_of_both_frameworks\" >10.\u4e21\u65b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u6d3b\u7528\u3067\u304d\u306a\u3044\u304b\uff1f<\/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-questions-to-ask-when-choosing-between-langchain-llamaindex\/#Making_an_Informed_Decision_for_Your_Enterprises_LLM_Success\" >\u4f01\u696d\u306eLLM\u6210\u529f\u306e\u305f\u3081\u306b\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6c7a\u65ad\u3092\u4e0b\u3059<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_What_are_our_primary_use_cases_and_requirements\"><\/span>1.\u4e3b\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3068\u8981\u4ef6\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u3068LlamaIndex\u306e\u3069\u3061\u3089\u304b\u3092\u9078\u629e\u3059\u308b\u969b\u3001\u307e\u305a\u6700\u3082\u91cd\u8981\u306a\u8cea\u554f\u306f\u3001\u5fa1\u793e\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4e3b\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3068\u8981\u4ef6\u306f\u4f55\u304b\u3001\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u7d44\u7e54\u306e\u5177\u4f53\u7684\u306a\u30cb\u30fc\u30ba\u3068\u76ee\u6a19\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u6700\u9069\u304b\u3092\u6c7a\u5b9a\u3059\u308b\u4e0a\u3067\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n<p><strong><u>\u6b21\u306e\u3053\u3068\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u6587\u66f8\u691c\u7d22\u3084\u8cea\u554f\u5fdc\u7b54\u306a\u3069\u3001\u4e3b\u306b\u691c\u7d22\u30bf\u30b9\u30af\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u307e\u3059\u304b\uff1f<\/p><\/li><li><p>\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u6301\u3064\u8907\u96d1\u306a\u30de\u30eb\u30c1\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u6271\u3048\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/p><\/li><li><p>\u30c6\u30ad\u30b9\u30c8\u751f\u6210\u3001\u8981\u7d04\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u3092\u542b\u3080\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u69cb\u7bc9\u3092\u304a\u8003\u3048\u3067\u3059\u304b\uff1f<\/p><\/li>\n<\/ul>\n\n\n<p>\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3068\u8981\u4ef6\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u3067\u3001LangChain\u3068LlamaIndex\u306e\u80fd\u529b\u3092\u30cb\u30fc\u30ba\u306b\u7167\u3089\u3057\u5408\u308f\u305b\u3066\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002LangChain\u306e\u67d4\u8edf\u6027\u3068\u591a\u7528\u9014\u6027\u306f\u5e45\u5e83\u3044\u7528\u9014\u306b\u9069\u3057\u3066\u304a\u308a\u3001\u4e00\u65b9LlamaIndex\u306f\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u691c\u7d22\u306b\u7279\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u691c\u7d22\u3092\u591a\u7528\u3059\u308b\u7528\u9014\u306b\u306f\u6700\u9069\u3067\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_How_much_flexibility_and_customization_do_we_need\"><\/span>2.\u3069\u306e\u7a0b\u5ea6\u306e\u67d4\u8edf\u6027\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u5fc5\u8981\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5fc5\u8981\u306a\u67d4\u8edf\u6027\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u30ec\u30d9\u30eb\u3082\u3001LangChain\u3068LlamaIndex\u306e\u3069\u3061\u3089\u3092\u9078\u3076\u304b\u306e\u91cd\u8981\u306a\u691c\u8a0e\u4e8b\u9805\u3067\u3059\u3002<\/p>\n\n\n<p>LangChain\u306f\u9ad8\u5ea6\u306a\u67d4\u8edf\u6027\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u3092\u63d0\u4f9b\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u958b\u767a\u8005\u306fLLM\u306e\u52d5\u4f5c\u3092\u5fae\u8abf\u6574\u3057\u305f\u308a\u3001\u6b21\u306e\u3088\u3046\u306a\u3053\u3068\u304c\u3067\u304d\u308b\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> \u3092\u5e45\u5e83\u3044\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068API\u3067\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u72ec\u81ea\u306e\u8981\u4ef6\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u9069\u5fdc\u3067\u304d\u308b\u3001\u9ad8\u5ea6\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\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>\u5bfe\u7167\u7684\u306b\u3001LlamaIndex\u306f\u52b9\u7387\u7684\u306a\u7d22\u5f15\u4ed8\u3051\u3068\u691c\u7d22\u306e\u305f\u3081\u306b\u7279\u5316\u3057\u305f\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\u308b\u3002LlamaIndex\u306f\u3001\u7279\u306b\u30c7\u30fc\u30bf\u7d71\u5408\u3084\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6226\u7565\u306b\u304a\u3044\u3066\u3001\u3042\u308b\u7a0b\u5ea6\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u53ef\u80fd\u3067\u3059\u304c\u3001LangChain\u306e\u3088\u3046\u306a\u304d\u3081\u7d30\u304b\u306a\u5236\u5fa1\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n<p><strong><u>\u6b21\u306e\u3053\u3068\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>LLM\u306e\u52d5\u4f5c\u3092\u5e83\u7bc4\u56f2\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3001\u30ab\u30b9\u30bf\u30e0\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u7d71\u5408\u3067\u304d\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/p><\/li><li><p>\u30c7\u30fc\u30bf\u306e\u7d22\u5f15\u4ed8\u3051\u3068\u691c\u7d22\u52b9\u7387\u3092\u512a\u5148\u3057\u305f\u3001\u3088\u308a\u5408\u7406\u7684\u3067\u5c02\u9580\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u304a\u63a2\u3057\u3067\u3059\u304b\uff1f<\/p><\/li>\n<\/ul>\n\n\n<p>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u5fc5\u8981\u6027\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001LangChain\u306e\u67d4\u8edf\u6027\u3068LlamaIndex\u306e\u7279\u5316\u3057\u305f\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u3069\u3061\u3089\u304c\u4f01\u696d\u306e\u8981\u4ef6\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u5224\u65ad\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=\"3_What_types_of_data_sources_will_we_be_working_with\"><\/span>3.\u3069\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u6271\u3046\u306e\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u9069\u5207\u306aLLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3059\u308b\u4e0a\u3067\u3001\u4f01\u696d\u304c\u6271\u3046\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7a2e\u985e\u306f\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002LangChain\u3082LlamaIndex\u3082\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u306e\u7d71\u5408\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u3078\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306f\u67d4\u8edf\u3067\u62e1\u5f35\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u30ec\u30a4\u30e4\u3092\u63d0\u4f9b\u3057\u3001\u958b\u767a\u8005\u304c\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u975e\u69cb\u9020\u5316\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u5916\u90e8API\u3092\u542b\u3080\u5e45\u5e83\u3044\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u63a5\u7d9a\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u305d\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u30ab\u30b9\u30bf\u30e0\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u3084\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u4f5c\u6210\u3057\u3001\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u74b0\u5883\u306b\u9069\u5fdc\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u4e00\u65b9LlamaIndex\u306f\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u691c\u7d22\u306e\u305f\u3081\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u7279\u6b8a\u306a\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\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\u3092\u6271\u3048\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7d71\u5408\u3084\u51e6\u7406\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/langchain-1.jpg\" alt=\"\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\" \/>\n<\/figure>\n\n\n<p><strong><u>\u6b21\u306e\u3053\u3068\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u4e3b\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306f\u4f55\u3067\u3059\u304b\uff1f<\/p><\/li><li><p>\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304c\u6df7\u5728\u3057\u3066\u3044\u307e\u3059\u304b\uff1f<\/p><\/li><li><p>\u7279\u6b8a\u306a\u53d6\u308a\u6271\u3044\u3092\u5fc5\u8981\u3068\u3059\u308b\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u5c02\u6709\u30c7\u30fc\u30bf\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u304b\uff1f<\/p><\/li>\n<\/ul>\n\n\n<p>\u8cb4\u793e\u306e\u30c7\u30fc\u30bf\u74b0\u5883\u3068LangChain\u3068LlamaIndex\u306e\u7d71\u5408\u6a5f\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u8cb4\u793e\u306e\u30c7\u30fc\u30bf\u30cb\u30fc\u30ba\u306b\u6700\u3082\u9069\u3057\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\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=\"4_How_important_is_ease_of_use_and_learning_curve_for_our_team\"><\/span>4.\u79c1\u305f\u3061\u306e\u30c1\u30fc\u30e0\u306b\u3068\u3063\u3066\u3001\u4f7f\u3044\u3084\u3059\u3055\u3068\u5b66\u7fd2\u66f2\u7dda\u306f\u3069\u306e\u7a0b\u5ea6\u91cd\u8981\u3067\u3059\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u4f7f\u3044\u3084\u3059\u3055\u3068\u5b66\u7fd2\u66f2\u7dda\u306f\u3001\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u306e\u30b9\u30d4\u30fc\u30c9\u3068\u52b9\u7387\u306b\u5927\u304d\u304f\u5f71\u97ff\u3057\u307e\u3059\u3002LangChain\u3068LlamaIndex\u306e\u3069\u3061\u3089\u304b\u3092\u9078\u629e\u3059\u308b\u5834\u5408\u3001\u958b\u767a\u30c1\u30fc\u30e0\u306e\u6280\u8853\u7684\u5c02\u9580\u77e5\u8b58\u3068\u5f7c\u3089\u304c\u5fc5\u8981\u3068\u3059\u308b\u30b5\u30dd\u30fc\u30c8\u306e\u30ec\u30d9\u30eb\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n\n\n<p>LangChain\u306f\u305d\u306e\u67d4\u8edf\u3067\u30e2\u30b8\u30e5\u30fc\u30eb\u5316\u3055\u308c\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u5e45\u5e83\u3044\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30aa\u30d7\u30b7\u30e7\u30f3\u3068\u7d71\u5408\u306e\u53ef\u80fd\u6027\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u306e\u67d4\u8edf\u6027\u306b\u306f\u5b66\u7fd2\u66f2\u7dda\u306e\u53b3\u3057\u3055\u3082\u4f34\u3044\u307e\u3059\u3002\u958b\u767a\u8005\u306fLLM\u3084\u30c7\u30fc\u30bf\u7d71\u5408\u6280\u8853\u3001Langchain\u304c\u63d0\u4f9b\u3059\u308b\u69d8\u3005\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3064\u3044\u3066\u3057\u3063\u304b\u308a\u3068\u7406\u89e3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002<\/p>\n\n\n<p>LlamaIndex\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u691c\u7d22\u306b\u91cd\u70b9\u3092\u7f6e\u304d\u3001\u3088\u308a\u5408\u7406\u7684\u3067\u521d\u5fc3\u8005\u306b\u512a\u3057\u3044\u4f53\u9a13\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u305d\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\u3001\u7279\u306b\u691c\u7d22\u3068\u53d6\u5f97\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u958b\u767a\u8005\u304c\u7c21\u5358\u306b\u59cb\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p><strong><u>\u6b21\u306e\u3053\u3068\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u958b\u767a\u30c1\u30fc\u30e0\u5185\u306eLLM\u5c02\u9580\u5bb6\u306e\u73fe\u5728\u306e\u30ec\u30d9\u30eb\u306f\u3069\u306e\u7a0b\u5ea6\u3067\u3059\u304b\uff1f<\/p><\/li><li><p>\u30c1\u30fc\u30e0\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7\u306b\u3069\u308c\u3060\u3051\u306e\u6642\u9593\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u6295\u8cc7\u3059\u308b\u3064\u3082\u308a\u3067\u3059\u304b\uff1f<\/p><\/li><li><p>\u3042\u306a\u305f\u306f\u3001\u3088\u308a\u7de9\u3084\u304b\u306a\u5b66\u7fd2\u66f2\u7dda\u3068\u5408\u7406\u7684\u306a\u7d4c\u9a13\u3092\u63d0\u4f9b\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u512a\u5148\u3057\u307e\u3059\u304b\uff1f<\/p><\/li>\n<\/ul>\n\n\n<p>\u4f7f\u3044\u3084\u3059\u3055\u3068\u5b66\u7fd2\u66f2\u7dda\u306e\u8981\u7d20\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u30c1\u30fc\u30e0\u306e\u80fd\u529b\u3068\u958b\u767a\u306e\u512a\u5148\u9806\u4f4d\u306b\u6700\u3082\u9069\u3057\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u3076\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_What_are_our_performance_and_scalability_requirements\"><\/span>5.\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u8981\u4ef6\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3084\u30e6\u30fc\u30b6\u30af\u30a8\u30ea\u3092\u51e6\u7406\u3059\u308b\u5fc5\u8981\u306e\u3042\u308b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u969b\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306f\u975e\u5e38\u306b\u91cd\u8981\u306a\u691c\u8a0e\u4e8b\u9805\u3067\u3059\u3002LangChain\u3068LlamaIndex\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u7279\u6027\u3092\u304a\u5ba2\u69d8\u306e\u7279\u5b9a\u306e\u8981\u4ef6\u3068\u7167\u3089\u3057\u5408\u308f\u305b\u3066\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306f\u3001\u5341\u5206\u306a\u60c5\u5831\u3092\u5f97\u305f\u4e0a\u3067\u306e\u6c7a\u65ad\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306f\u3001\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068LLM\u52d5\u4f5c\u306e\u304d\u3081\u7d30\u304b\u306a\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\u307e\u3059\u3002\u305d\u306e\u67d4\u8edf\u6027\u306b\u3088\u308a\u3001\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\u4fdd\u8a3c\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002LangChain\u306e\u62e1\u5f35\u6027\u306b\u3088\u308a\u3001\u30ad\u30e3\u30c3\u30b7\u30f3\u30b0\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\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n<p>LlamaIndex \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\u307e\u3059\u3002\u305d\u306e\u9ad8\u5ea6\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6280\u8853\u3068\u30af\u30a8\u30ea\u6700\u9069\u5316\u6a5f\u80fd\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u5927\u91cf\u306e\u30af\u30a8\u30ea\u3092\u51e6\u7406\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u9ad8\u901f\u3067\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u691c\u7d22\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002LlamaIndex\u306f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u305f\u3081\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u691c\u7d22\u30fb\u53d6\u5f97\u6a5f\u80fd\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n\n\n<p><strong><u>\u6b21\u306e\u3053\u3068\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u4e88\u60f3\u3055\u308c\u308b\u30c7\u30fc\u30bf\u91cf\u3068\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea\u30fc\u8ca0\u8377\u306f\uff1f<\/p><\/li><li><p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u307e\u305f\u306f\u305d\u308c\u306b\u8fd1\u3044\u691c\u7d22\u30fb\u53d6\u5f97\u6a5f\u80fd\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/p><\/li><li><p>\u30c7\u30fc\u30bf\u3084\u30e6\u30fc\u30b6\u30fc\u306e\u8981\u6c42\u304c\u5897\u5927\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u62e1\u5f35\u3059\u308b\u5fc5\u8981\u306e\u3042\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\u304b\uff1f<\/p><\/li>\n<\/ul>\n\n\n<p>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u8981\u4ef6\u3092\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u3067\u3001LangChain\u3068LlamaIndex\u306e\u6a5f\u80fd\u3092\u8a55\u4fa1\u3057\u3001\u4f01\u696d\u306e\u30cb\u30fc\u30ba\u306b\u6700\u9069\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\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=\"6_How_will_we_handle_domain-specific_and_proprietary_data\"><\/span> 6.\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u5c02\u6709\u30c7\u30fc\u30bf\u306f\u3069\u306e\u3088\u3046\u306b\u6271\u3046\u306e\u304b\u3002<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u88c5\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u3053\u3068\u306f\u5171\u901a\u306e\u8ab2\u984c\u3067\u3059\u3002LangChain\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\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306f\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u30c7\u30fc\u30bf\u3084\u72ec\u81ea\u30c7\u30fc\u30bf\u3092\u542b\u3080\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u3084\u30bd\u30fc\u30b9\u3092\u7d71\u5408\u30fb\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u67d4\u8edf\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u4f01\u696d\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u8981\u4ef6\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u30ab\u30b9\u30bf\u30e0\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u3084\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u4f5c\u6210\u3059\u308b\u306b\u306f\u3001\u958b\u767a\u30c1\u30fc\u30e0\u306b\u3088\u308b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3084\u52b4\u529b\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>LlamaIndex \u306f\u3001\u305d\u306e\u7279\u6b8a\u306a\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u72ec\u81ea\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\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\u52b9\u7387\u7684\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong><u>\u6b21\u306e\u3053\u3068\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u5fa1\u793e\u306e\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u306b\u306f\u3001\u3069\u306e\u3088\u3046\u306a\u7279\u5fb4\u3084\u8981\u4ef6\u304c\u3042\u308a\u307e\u3059\u304b\uff1f<\/p><\/li><li><p>\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u51e6\u7406\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306b\u3001\u3069\u308c\u3060\u3051\u306e\u52b4\u529b\u3068\u30ea\u30bd\u30fc\u30b9\u3092\u6295\u8cc7\u3059\u308b\u3064\u3082\u308a\u3067\u3059\u304b\uff1f<\/p><\/li><li><p>\u7279\u6b8a\u306a\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u306e\u6a5f\u80fd\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u512a\u5148\u3057\u307e\u3059\u304b\uff1f<\/p><\/li>\n<\/ul>\n\n\n<p>\u5fa1\u793e\u306e\u30c7\u30fc\u30bf\u74b0\u5883\u3068LangChain\u3084LlamaIndex\u306e\u6a5f\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u5fa1\u793e\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u8981\u4ef6\u306b\u6700\u9069\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/06\/llama-index-logo.jpg\" alt=\"\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7_What_level_of_community_support_and_ecosystem_maturity_do_we_require\"><\/span>7.\u5730\u57df\u793e\u4f1a\u306e\u652f\u63f4\u3068\u751f\u614b\u7cfb\u306e\u6210\u719f\u5ea6\u306f\u3069\u306e\u7a0b\u5ea6\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u53d6\u308a\u5dfb\u304f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u5f37\u3055\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u6210\u719f\u5ea6\u306f\u3001\u958b\u767a\u30c1\u30fc\u30e0\u304c\u5229\u7528\u3067\u304d\u308b\u30b5\u30dd\u30fc\u30c8\u3001\u30ea\u30bd\u30fc\u30b9\u3001\u7d71\u5408\u306e\u30ec\u30d9\u30eb\u306b\u5927\u304d\u304f\u5f71\u97ff\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306f\u3001\u6210\u9577\u3059\u308b\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u6d3b\u6c17\u3042\u308b\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u6069\u6075\u3092\u53d7\u3051\u3066\u304a\u308a\u3001\u5e45\u5e83\u3044\u30ea\u30bd\u30fc\u30b9\u3001\u62e1\u5f35\u6a5f\u80fd\u3001\u7d71\u5408\u6a5f\u80fd\u3092\u3059\u3050\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u6d3b\u767a\u306a\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306f\u3001\u65b0\u3057\u3044\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u958b\u767a\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<\/p>\n\n\n<p>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<p><strong><u>\u6b21\u306e\u3053\u3068\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u958b\u767a\u30c1\u30fc\u30e0\u306b\u3068\u3063\u3066\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u4e3b\u5c0e\u306e\u5e45\u5e83\u3044\u30ea\u30bd\u30fc\u30b9\u3084\u30b5\u30dd\u30fc\u30c8\u3078\u306e\u30a2\u30af\u30bb\u30b9\u306f\u3069\u306e\u7a0b\u5ea6\u91cd\u8981\u3067\u3059\u304b\uff1f<\/p><\/li><li><p>\u6210\u719f\u3057\u305f\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304c\u3042\u308a\u3001\u3055\u307e\u3056\u307e\u306a\u7d71\u5408\u3084\u62e1\u5f35\u304c\u3042\u3089\u304b\u3058\u3081\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u512a\u5148\u3057\u307e\u3059\u304b\uff1f<\/p><\/li><li><p>LlamaIndex \u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u5c02\u9580\u77e5\u8b58\u3092\u6d3b\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306e LLM \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u307e\u3059\u304b\uff1f<\/p><\/li>\n<\/ul>\n\n\n<p>\u4f01\u696d\u304c\u5fc5\u8981\u3068\u3059\u308b\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30fb\u30b5\u30dd\u30fc\u30c8\u306e\u30ec\u30d9\u30eb\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u6210\u719f\u5ea6\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u7279\u5b9a\u306e\u30cb\u30fc\u30ba\u306b\u6700\u9069\u306a\u30ea\u30bd\u30fc\u30b9\u3068\u5c02\u9580\u77e5\u8b58\u3092\u63d0\u4f9b\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"8_How_do_we_plan_to_integrate_with_existing_systems_and_workflows\"><\/span>8.\u65e2\u5b58\u306e\u30b7\u30b9\u30c6\u30e0\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u306e\u7d71\u5408\u3092\u3069\u306e\u3088\u3046\u306b\u8a08\u753b\u3057\u3066\u3044\u308b\u304b\u3002<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u3068LlamaIndex\u306e\u3069\u3061\u3089\u304b\u3092\u9078\u629e\u3059\u308b\u969b\u3001LLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f01\u696d\u306e\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u306f\u975e\u5e38\u306b\u91cd\u8981\u306a\u691c\u8a0e\u4e8b\u9805\u3067\u3059\u3002\u5404\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7d71\u5408\u80fd\u529b\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u306f\u3001\u30b9\u30e0\u30fc\u30ba\u3067\u52b9\u7387\u7684\u306a\u5c0e\u5165\u30d7\u30ed\u30bb\u30b9\u3092\u4fdd\u8a3c\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n<p>LangChain\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u8c4a\u5bcc\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30aa\u30d7\u30b7\u30e7\u30f3\u306f\u3001\u5e45\u5e83\u3044\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u306e\u7d71\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u67d4\u8edf\u6027\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u4f01\u696d\u306e\u6280\u8853\u30b9\u30bf\u30c3\u30af\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u308b\u30ab\u30b9\u30bf\u30e0\u30b3\u30cd\u30af\u30bf\u3084\u30a2\u30c0\u30d7\u30bf\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u73fe\u5728\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u5185\u3067LLM\u306e\u30d1\u30ef\u30fc\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>LlamaIndex\u306f\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u306b\u91cd\u70b9\u3092\u7f6e\u304d\u3001\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3084\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408\u3092\u5bb9\u6613\u306b\u3059\u308b\u7279\u5225\u306a\u30b3\u30cd\u30af\u30bf\u3084API\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002LlamaIndex\u306fLangChain\u307b\u3069\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306f\u3067\u304d\u306a\u3044\u304c\u3001\u5408\u7406\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u7d71\u5408\u30d7\u30ed\u30bb\u30b9\u3092\u3088\u308a\u7c21\u5358\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n\n\n<p><strong><u>\u6b21\u306e\u3053\u3068\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u7d71\u5408\u3059\u308b\u5fc5\u8981\u306e\u3042\u308b\u4e3b\u8981\u306a\u30b7\u30b9\u30c6\u30e0\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306f\u4f55\u3067\u3059\u304b\uff1f<\/p><\/li><li><p>\u7d71\u5408\u30d7\u30ed\u30bb\u30b9\u306b\u306f\u3069\u306e\u7a0b\u5ea6\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u67d4\u8edf\u6027\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/p><\/li><li><p>\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3084\u30b7\u30b9\u30c6\u30e0\u7528\u306e\u30b3\u30cd\u30af\u30bf\u3084API\u304c\u3042\u3089\u304b\u3058\u3081\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u512a\u5148\u3057\u307e\u3059\u304b\uff1f<\/p><\/li>\n<\/ul>\n\n\n<p>\u304a\u5ba2\u69d8\u306e\u7d71\u5408\u8981\u4ef6\u3068LangChain\u3084LlamaIndex\u306e\u6a5f\u80fd\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306e\u65e2\u5b58\u306e\u30a4\u30f3\u30d5\u30e9\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u6700\u3082\u9069\u3057\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\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=\"9_What_are_the_long-term_costs_and_maintenance_considerations\"><\/span>9.\u9577\u671f\u7684\u306a\u30b3\u30b9\u30c8\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u8003\u616e\u70b9\u306f\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u4f01\u696d\u306e\u305f\u3081\u306bLLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u306f\u3001\u5404\u30aa\u30d7\u30b7\u30e7\u30f3\u306b\u95a2\u9023\u3059\u308b\u9577\u671f\u7684\u306a\u30b3\u30b9\u30c8\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u610f\u5473\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u30e9\u30a4\u30bb\u30f3\u30b7\u30f3\u30b0\u3001\u30a4\u30f3\u30d5\u30e9\u8981\u4ef6\u3001\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u4f5c\u696d\u306a\u3069\u306e\u8981\u7d20\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u591a\u304f\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6c7a\u5b9a\u3092\u4e0b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308bLangChain\u306f\u3001\u521d\u671f\u8cbb\u7528\u304c\u5b89\u304f\u3001\u5c0e\u5165\u3084\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306e\u67d4\u8edf\u6027\u304c\u9ad8\u3044\u3068\u3044\u3046\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u305d\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u5e83\u7bc4\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30aa\u30d7\u30b7\u30e7\u30f3\u306f\u3001\u9032\u5316\u3059\u308b\u8981\u4ef6\u3084\u4ed6\u306e\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u4e92\u63db\u6027\u306b\u8ffd\u3044\u3064\u304f\u305f\u3081\u306b\u3001\u3088\u308a\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3068\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u5fc5\u8981\u3068\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n<p>LlamaIndex \u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u3042\u308a\u306a\u304c\u3089\u3001\u4f01\u696d\u7279\u6709\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3084\u5c0e\u5165\u8981\u4ef6\u306b\u3088\u3063\u3066\u3001\u9577\u671f\u7684\u306a\u30b3\u30b9\u30c8\u304c\u7570\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u7d22\u5f15\u4ed8\u3051\u3068\u691c\u7d22\u306b\u7279\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u4e3b\u306b\u691c\u7d22\u30bf\u30b9\u30af\u3092\u6271\u3046\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30b3\u30b9\u30c8\u304c\u4f4e\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p><strong><u>\u6b21\u306e\u3053\u3068\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u5404\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u95a2\u9023\u3059\u308b\u30e9\u30a4\u30bb\u30f3\u30b9\u3084\u30a4\u30f3\u30d5\u30e9\u306e\u30b3\u30b9\u30c8\u306f\uff1f<\/p><\/li><li><p>\u5177\u4f53\u7684\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3084\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u8981\u4ef6\u306b\u57fa\u3065\u304d\u3001\u3069\u306e\u7a0b\u5ea6\u306e\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3084\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3092\u60f3\u5b9a\u3057\u3066\u3044\u307e\u3059\u304b\uff1f<\/p><\/li><li><p>\u9078\u629e\u3057\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9577\u671f\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u793e\u5185\u306e\u30ea\u30bd\u30fc\u30b9\u3068\u5c02\u9580\u77e5\u8b58\u304c\u3042\u308b\u304b\uff1f<\/p><\/li>\n<\/ul>\n\n\n<p>LangChain\u3068LlamaIndex\u306e\u9577\u671f\u7684\u306a\u30b3\u30b9\u30c8\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u3092\u614e\u91cd\u306b\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9ad8\u306e\u4fa1\u5024\u3068\u6301\u7d9a\u6027\u3092\u63d0\u4f9b\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\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=\"10_Can_we_leverage_a_combination_of_both_frameworks\"><\/span>10.\u4e21\u65b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u6d3b\u7528\u3067\u304d\u306a\u3044\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u3068LlamaIndex\u306f\u305d\u308c\u305e\u308c\u30e6\u30cb\u30fc\u30af\u306a\u9577\u6240\u3068\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001\u4e21\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u4f01\u696d\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u6709\u76ca\u304b\u3069\u3046\u304b\u3092\u691c\u8a0e\u3059\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u3001\u4e21\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9577\u6240\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5f37\u529b\u3067\u5305\u62ec\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001LangChain\u306e\u67d4\u8edf\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u4f7f\u3063\u3066\u8907\u96d1\u306a\u30de\u30eb\u30c1\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u4e00\u65b9\u3067\u3001LlamaIndex\u306e\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u691c\u7d22\u6a5f\u80fd\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u691c\u7d22\u3068\u8cea\u554f\u5fdc\u7b54\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong><u>\u6b21\u306e\u3053\u3068\u3092\u8003\u3048\u3066\u307f\u3088\u3046\uff1a<\/u><\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4e2d\u3067\u3001\u305d\u308c\u305e\u308c\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9577\u6240\u3092\u751f\u304b\u305b\u308b\u7279\u5b9a\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3084\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306f\u3042\u308a\u307e\u3059\u304b\uff1f<\/p><\/li><li><p>LangChain\u3068LlamaIndex\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u79c1\u305f\u3061\u306e\u4f01\u696d\u306e\u30cb\u30fc\u30ba\u306b\u3088\u308a\u6700\u9069\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u304b\uff1f<\/p><\/li><li><p>\u4e21\u65b9\u306e\u67a0\u7d44\u307f\u3092\u52b9\u679c\u7684\u306b\u7d71\u5408\u3057\u3001\u7dad\u6301\u3059\u308b\u305f\u3081\u306e\u30ea\u30bd\u30fc\u30b9\u3068\u5c02\u9580\u77e5\u8b58\u304c\u3042\u308b\u304b\uff1f<\/p><\/li>\n<\/ul>\n\n\n<p>LangChain\u3068LlamaIndex\u306e\u4e21\u65b9\u3092\u6d3b\u7528\u3059\u308b\u53ef\u80fd\u6027\u3092\u63a2\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u72ec\u81ea\u306e\u8981\u4ef6\u306b\u5408\u308f\u305b\u305f\u3001\u3088\u308a\u52b9\u679c\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u30c1\u30e3\u30f3\u30b9\u304c\u898b\u3064\u304b\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Making_an_Informed_Decision_for_Your_Enterprises_LLM_Success\"><\/span>\u4f01\u696d\u306eLLM\u6210\u529f\u306e\u305f\u3081\u306b\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6c7a\u65ad\u3092\u4e0b\u3059<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u9069\u5207\u306aLLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9078\u629e\u306f\u3001\u4f01\u696d\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6210\u529f\u306b\u5927\u304d\u304f\u5f71\u97ff\u3059\u308b\u91cd\u8981\u306a\u6c7a\u65ad\u3067\u3059\u3002LangChain\u3068LlamaIndex\u306e\u6a5f\u80fd\u3068\u9577\u6240\u306b\u5bfe\u3057\u3066\u3001\u304a\u5ba2\u69d8\u306e\u7279\u5b9a\u306e\u8981\u4ef6\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u6ce8\u610f\u6df1\u304f\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u9577\u671f\u7684\u306a\u6210\u529f\u306e\u305f\u3081\u306e\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6c7a\u5b9a\u3092\u4e0b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u7d39\u4ecb\u3059\u308b10\u306e\u91cd\u8981\u306a\u8cea\u554f\u306f\u3001\u4f01\u696d\u306e\u30cb\u30fc\u30ba\u3092\u8a55\u4fa1\u3057\u3001Langchain\u3084LlamaIndex\u304c\u63d0\u4f9b\u3059\u308b\u6a5f\u80fd\u3084\u5229\u70b9\u3068\u6574\u5408\u3055\u305b\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u67d4\u8edf\u6027\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30dd\u30fc\u30c8\u306a\u3069\u306e\u8981\u7d20\u3092\u5fb9\u5e95\u7684\u306b\u691c\u8a0e\u3059\u308b\u3053\u3068\u3067\u3001\u72ec\u81ea\u306e\u8981\u4ef6\u306b\u6700\u3082\u30de\u30c3\u30c1\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>Langchain\u3068LlamaIndex\u306e\u3069\u3061\u3089\u3092\u9078\u3076\u304b\u306f\u3001\u5fc5\u305a\u3057\u3082\u4e8c\u8005\u629e\u4e00\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u5fd8\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u3001\u4e21\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9577\u6240\u3092\u751f\u304b\u3057\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3001\u4f01\u696d\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u3082\u6700\u9069\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>As enterprises increasingly recognize the potential of large language models (LLMs) to drive innovation and efficiency, selecting the right LLM framework becomes a critical decision. Two of the most prominent frameworks in the market today are LangChain and LlamaIndex, each offering unique capabilities and benefits for enterprise LLM applications. LangChain is known for its flexibility and versatility, providing a modular architecture that allows for fine-grained control over LLM behavior and integration with diverse data sources. On the other hand, LlamaIndex specializes in efficient data indexing and retrieval, making it an excellent choice for applications that prioritize fast and accurate information access. To help enterprises navigate this decision-making process, we have [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":11939,"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-11652","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 Questions to Ask: When Choosing Between Langchain &amp; LlamaIndex - Skim AI<\/title>\n<meta name=\"description\" content=\"Choosing Between LangChain and LlamaIndex for Enterprise LLM Applications. 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