{"id":13538,"date":"2025-01-17T19:45:02","date_gmt":"2025-01-17T10:45:02","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=13538"},"modified":"2025-01-27T22:15:32","modified_gmt":"2025-01-27T13:15:32","slug":"graphrag","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/graphrag.html","title":{"rendered":"GraphRAG\u3092Langchain+Neo4j\u3067\u69cb\u7bc9\uff01\u300eONE PIECE\u300f\u306b\u3064\u3044\u3066\u805e\u304f"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">GraphRAG\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u6d3b\u7528\u3057\u3066\u3001RAG\u306e\u691c\u7d22\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u5f93\u6765\u306eRAG\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u52a0\u3048\u3066\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u691c\u7d22\u7cbe\u5ea6\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eLangChain\u3068Neo4j\u3092\u4f7f\u3063\u3066GraphRAG\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"is-style-balloon_box\">\u3056\u3063\u304f\u308a\u8a00\u3046\u3068<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>GraphRAG\u306e\u6982\u8981\u3068\u3057\u304f\u307f\u3092\u7d39\u4ecb<\/li>\n\n\n\n<li>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eLangChain\u3068Neo4j\u3092\u4f7f\u3063\u3066GraphRAG\u3092\u69cb\u7bc9<\/li>\n\n\n\n<li>LLM\u3068\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u306b\u69cb\u7bc9<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">GraphRAG\u3068\u306f\uff1f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/7_midashi_sf0923.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-11918\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/7_midashi_sf0923.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/7_midashi_sf0923-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">GraphRAG\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u6d3b\u7528\u3057\u3066\u3001RAG\u306e\u691c\u7d22\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u5f93\u6765\u306eRAG\u306f\u3001\u4e3b\u306b\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u3001\u30c7\u30fc\u30bf\u9593\u306e\u8907\u96d1\u306a\u95a2\u4fc2\u6027\u3084\u69cb\u9020\u3092\u6349\u3048\u304d\u308c\u305a\u3001\u305d\u308c\u3089\u306b\u95a2\u3059\u308b\u8cea\u554f\u306b\u5bfe\u3057\u3066\u306f\u7cbe\u5ea6\u304c\u843d\u3061\u308b\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>GraphRAG\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u5229\u7528\u3057\u3066\u60c5\u5831\u3092\u69cb\u9020\u5316\u3057\u3001\u30c7\u30fc\u30bf\u9593\u306e\u95a2\u4fc2\u6027\u3084\u69cb\u9020\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4485\"><p><div class=\"p-adBox -ranking -border-on\" data-id=\"4507\" data-ad=\"ranking\"><div class=\"p-adBox__title -rank1\">1\u6642\u959350\u5186\u304b\u3089\u4f7f\u3048\u308bGPU\u30af\u30e9\u30a6\u30c9\u300cGPUSOROBAN\u300d<\/div><div class=\"p-adBox__body\"><div class=\"p-adBox__img\"><div class=\"centerw250\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=highend-boxtop&adid=edgehub\" rel=\"nofollow\" referrerpolicy=\"no-referrer-when-downgrade\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanlllm_banner.jpg\" alt=\"GPUSOROBAN\"><\/a><\/div><\/div><div class=\"p-adBox__details\"><div class=\"p-adBox__star c-reviewStars\"><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><i class=\"icon-star-full\"><\/i><\/div><div class=\"p-adBox__price u-thin u-fz-s\">GPU\u306e\u30b3\u30b9\u30c8\u3067\u304a\u60a9\u307f\u306e\u65b9\u306b\uff01<\/div><div class=\"p-adBox__desc\">\u751f\u6210AI\u30fbLLM\u5411\u3051\u306e\u9ad8\u901fGPU\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e1\u6642\u959350\u5186\u304b\u3089\u5229\u7528\u3067\u304d\u307e\u3059\u3002\r\n\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u74b0\u5883\u3055\u3048\u3042\u308c\u3070\u3001GPU\u30b5\u30fc\u30d0\u30fc\u3092\u3059\u3050\u306b\u4f7f\u3048\u307e\u3059\u3002\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8d77\u52d5\u3057\u3066\u3044\u308b\u3068\u304d\u306e\u307f\u306e\u8ab2\u91d1\u3067\u3001\u30b3\u30b9\u30c8\u3092\u6700\u5c0f\u5316\u3067\u304d\u307e\u3059\u3002\r\n<\/div><\/div><\/div><div class=\"p-adBox__btns\"><a href=\"https:\/\/soroban.highreso.jp\/compute\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn1\" target=\"_blank\" rel=\"noopener nofollow\">\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u898b\u308b<\/a><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&utm_source=edgehub&utm_campaign=boxtop&adid=edgehub\" class=\"p-adBox__btn -btn2\" target=\"_blank\" rel=\"noopener nofollow\">\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/a><\/div><\/div><\/p>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">GraphRAG\u306e\u3057\u304f\u307f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/14_midashi_anime0921.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-11895\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/14_midashi_anime0921.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/14_midashi_anime0921-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u3068\u30b0\u30e9\u30d5\u691c\u7d22<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">GraphRAG\u306f\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u3068\u30b0\u30e9\u30d5\u691c\u7d22\u306e\u7d50\u679c\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001LLM\u304b\u3089\u56de\u7b54\u3092\u3059\u308b\u3057\u304f\u307f\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u306f\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3068\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3092\u884c\u3046<span class=\"swl-format-2\">\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf<\/span>\u3092\u6271\u3046\u5f93\u6765\u306eRAG\u306e\u624b\u6cd5\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306b\u52a0\u3048\u3066\u3001GraphRAG\u3067\u306f<span class=\"swl-format-2\">\u69cb\u9020\u5316\u30c7\u30fc\u30bf<\/span>\u3092\u6271\u3046\u30b0\u30e9\u30d5\u691c\u7d22\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u95a2\u4fc2\u6027\u3092\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"900\" height=\"381\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag_chart.jpg\" alt=\"GraphRAG\u3057\u304f\u307f\" class=\"wp-image-14642\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag_chart.jpg 900w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag_chart-300x127.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag_chart-768x325.jpg 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/figure>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u7528\u8a9e\u306e\u89e3\u8aac<\/span><\/div><div class=\"cap_box_content\">\n<ul class=\"wp-block-list\">\n<li><span class=\"swl-format-2\">\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22<\/span>\uff1a\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3068\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u624b\u6cd5\u3002<br><\/li>\n\n\n\n<li><span class=\"swl-format-2\">\u30d9\u30af\u30c8\u30eb\u691c\u7d22<\/span>:\u30c6\u30ad\u30b9\u30c8\u306e\u610f\u5473\u7684\u306a\u985e\u4f3c\u6027\u306b\u57fa\u3065\u304d\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b\u624b\u6cd5\u3002<br><\/li>\n\n\n\n<li><span class=\"swl-format-2\">\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22<\/span>\uff1a\u6307\u5b9a\u3055\u308c\u305f\u5358\u8a9e\u3084\u30d5\u30ec\u30fc\u30ba\u3068\u5b8c\u5168\u4e00\u81f4\u307e\u305f\u306f\u90e8\u5206\u4e00\u81f4\u3059\u308b\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3059\u308b\u624b\u6cd5\u3002<br><\/li>\n\n\n\n<li><span class=\"swl-format-2\">\u30b0\u30e9\u30d5\u691c\u7d22<\/span>: \u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u95a2\u4fc2\u6027\u3084\u3064\u306a\u304c\u308a\u3092\u305f\u3069\u3063\u3066\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b\u624b\u6cd5\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u30ce\u30fc\u30c9\u3068\u30a8\u30c3\u30b8<\/h3>\n\n\n\n<p>\u30b0\u30e9\u30d5\u691c\u7d22\u306f\u3001\u30ce\u30fc\u30c9\u3068\u30a8\u30c3\u30b8\u306b\u3088\u3063\u3066\u69cb\u6210\u3055\u308c\u308b\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u7528\u3044\u3066\u5b9f\u73fe\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\"><strong>\u30ce\u30fc\u30c9\u306f\u3001\u4eba\u7269\u3001\u7d44\u7e54\u3001\u5834\u6240\u306a\u3069\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u5b9f\u4f53\uff09\u3092\u8868\u3057\u307e\u3059\u3002<\/strong><\/span><\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u30a8\u30c3\u30b8\u306f\u3001\u3053\u308c\u3089\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\uff08\u95a2\u4fc2\u6027\uff09\u3092\u8868\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u305f\u3069\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3084\u95a2\u9023\u6027\u3092\u63a2\u7d22\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"900\" height=\"430\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag_chart-3.jpg\" alt=\"GraphRAG\u3057\u304f\u307f\" class=\"wp-image-14653\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag_chart-3.jpg 900w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag_chart-3-300x143.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag_chart-3-768x367.jpg 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/figure>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u7528\u8a9e\u306e\u89e3\u8aac<\/span><\/div><div class=\"cap_box_content\">\n<ul class=\"wp-block-list\">\n<li><span class=\"swl-format-2\">\u30ce\u30fc\u30c9:\u4eba\u7269\u3001\u5834\u6240\u3001\u7d44\u7e54\u306a\u3069\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u5b9f\u4f53\uff09\u3092\u8868\u3059\u8981\u7d20\u3002<\/span>\n<ul class=\"wp-block-list\">\n<li>\u4f8b\uff09\u4eba\u7269: &#8220;\u30eb\u30d5\u30a3&#8221;<\/li>\n\n\n\n<li>\u5834\u6240: &#8220;\u30d5\u30fc\u30b7\u30e3\u6751&#8221;<\/li>\n\n\n\n<li>\u7d44\u7e54: &#8220;\u9ea6\u308f\u3089\u306e\u4e00\u5473&#8221;<br><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><span class=\"swl-format-2\">\u30a8\u30c3\u30b8\uff1a\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u540c\u58eb\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\uff08\u95a2\u4fc2\u6027\uff09\u3092\u8868\u3059\u8981\u7d20\u3002<\/span>\n<ul class=\"wp-block-list\">\n<li>\u4f8b\uff09\u30eb\u30d5\u30a3\u306f\u9ea6\u308f\u3089\u306e\u4e00\u5473\u306b&#8221;\u6240\u5c5e\u3057\u3066\u3044\u308b&#8221;\uff08BELONGS_TO\uff09<\/li>\n\n\n\n<li>\u30d5\u30fc\u30b7\u30e3\u6751\u306f\u30a4\u30fc\u30b9\u30c8\u30d6\u30eb\u30fc\u306b&#8221;\u4f4d\u7f6e\u3057\u3066\u3044\u308b&#8221;\uff08LOCATED_IN\uff09<\/li>\n\n\n\n<li>\u30eb\u30d5\u30a3\u306f\u30b7\u30e3\u30f3\u30af\u30b9\u3092&#8221;\u77e5\u3063\u3066\u3044\u308b&#8221;\uff08KNOWS\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">GraphRAG\u306e\u5b9f\u884c\u74b0\u5883<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/buil11_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9751\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/buil11_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/buil11_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u7528\u610f\u3057\u305f\u5b9f\u884c\u74b0\u5883\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<ul class=\"wp-block-list\">\n<li>GPU\uff1aNVIDIA A100 80GB<\/li>\n\n\n\n<li>GPU\u30e1\u30e2\u30ea\uff08VRAM\uff09\uff1a80GB<\/li>\n\n\n\n<li>OS \uff1aUbuntu 22.04<\/li>\n\n\n\n<li>Docker<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Docker\u3067\u74b0\u5883\u69cb\u7bc9<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u3092\u4f7f\u7528\u3057\u3066GraphRAG\u306e\u74b0\u5883\u69cb\u7bc9\u3092\u3057\u307e\u3059<\/span><\/p>\n\n\n\n<p class=\"is-style-balloon_box\">Docker\u306e\u4f7f\u3044\u65b9\u306f\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/ubuntudocker-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/ubuntudocker.html\">Ubuntu\u306bDocker\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\uff01GPU\u3092\u30b3\u30f3\u30c6\u30ca\u304b\u3089\u4f7f\u3046\u65b9\u6cd5<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">GPU\u306e\u74b0\u5883\u69cb\u7bc9\u3067\u306f\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u4e0d\u4e00\u81f4\u306b\u3088\u308b\u30a8\u30e9\u30fc\u304c\u983b\u767a\u3057\u307e\u3059\u3002 Docker\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u3053\u306e\u3088\u3046\u306a\u4f9d\u5b58\u95a2\u4fc2\u306e\u30a8\u30e9\u30fc\u3092\u56de\u907f\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Dockerfile\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>Ubuntu\u306e\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u3001Langchain\u306e\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308bDockerfile\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>mkdir langchain_neo4j\ncd langchain_neo4j\nnano langchain.Dockerfile<\/code><\/pre>\n\n\n\n<p>Langchain\u7528\u306eDockerfile\u306b\u4ee5\u4e0b\u306e\u8a18\u8ff0\u3092\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code># \u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8(CUDA)\u306e\u6307\u5b9a\nFROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04\n\n# \u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano curl\n\nRUN curl -fsSL https:\/\/ollama.com\/install.sh | sh\n\n# \u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u8a2d\u5b9a\nWORKDIR \/app\n\n# \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\nCOPY . \/app\n\n# Python\u4eee\u60f3\u74b0\u5883\u306e\u4f5c\u6210\nRUN python3 -m venv \/app\/.venv\n\n# \u4eee\u60f3\u74b0\u5883\u3092\u30a2\u30af\u30c6\u30a3\u30d9\u30fc\u30c8\u3059\u308b\u30b3\u30de\u30f3\u30c9\u3092.bashrc\u306b\u8ffd\u52a0\nRUN echo \"source \/app\/.venv\/bin\/activate\" &gt;&gt; \/root\/.bashrc\n\n# JupyterLab\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install Jupyter jupyterlab\n\n# LangChain\u95a2\u9023\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install ollama langchain-ollama langchain langsmith langchain-graphrag langchain-community langchain_huggingface langchain_core langchain-experimental neo4j langchain_neo4j tiktoken\n\n# \u30b3\u30f3\u30c6\u30ca\u306e\u8d77\u52d5\u6642\u306bbash\u3092\u5b9f\u884c\nCMD &#091;\"\/bin\/bash\"]<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30de\u30f3\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>FROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">CUDA12.1\u306e\u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>RUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano curl<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Python\u95a2\u9023\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>RUN curl -fsSL https:\/\/ollama.com\/install.sh | sh<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Linux\u7248\u306eOllama\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>Python\u3067Ollama\u3092\u52d5\u304b\u3059\u969b\u306b\u3082Linux\u7248Ollama\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>RUN \/app\/.venv\/bin\/pip install Jupyter jupyterlab<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">JupyterLab\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>RUN \/app\/.venv\/bin\/pip install ollama langchain-ollama langchain langsmith langchain-graphrag langchain-community langchain_huggingface langchain_core langchain-experimental neo4j langchain_neo4j tiktoken<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">LangChain\u3068Ollama\u95a2\u9023\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>LLM\u306fOllama\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3063\u3066\u52d5\u304b\u3057\u307e\u3059\u306e\u3067\u3001PyTorch\u3084Transformer\u306f\u5225\u9014\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u4e0d\u8981\u3067\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n\n\n\n\n<p>neo4j\u306e\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308bDockerfile\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>nano neo4j.Dockerfile<\/code><\/pre>\n\n\n\n<p>neo4j\u7528\u306eDockerfile\u306b\u4ee5\u4e0b\u306e\u8a18\u8ff0\u3092\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code># Neo4j\u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8\nFROM neo4j:5.25.1\n\n# \u5fc5\u8981\u306a\u30c4\u30fc\u30eb\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN apt-get update &amp;&amp; apt-get install -y curl &amp;&amp; apt-get clean\n\n# \u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a\nENV NEO4JLABS_PLUGINS '&#091; \"apoc\" ]'\nENV NEO4J_dbms_security_procedures_unrestricted apoc.*\n\n# APOC\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u914d\u7f6e\nRUN curl -L -o \/var\/lib\/neo4j\/plugins\/apoc-5.25.1-core.jar \\\n    https:&#47;&#47;github.com\/neo4j\/apoc\/releases\/download\/5.25.1\/apoc-5.25.1-core.jar\n\n# \u30dd\u30fc\u30c8\u306e\u516c\u958b\nEXPOSE 7474 7687\n\n# \u30c7\u30d5\u30a9\u30eb\u30c8\u30b3\u30de\u30f3\u30c9\nCMD &#091;\"neo4j\"]<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30de\u30f3\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>FROM neo4j:5.25.1<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Neo4j\u306e\u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>ENV NEO4JLABS_PLUGINS '&#091; \"apoc\" ]'\nENV NEO4J_dbms_security_procedures_unrestricted apoc.*<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">APOC\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u5bfe\u8c61\u3068\u3057\u3066\u74b0\u5883\u5909\u6570\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>APOC\u306f\u3001Neo4j\u3067\u5229\u7528\u3067\u304d\u308b\u8ffd\u52a0\u6a5f\u80fd\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3042\u308a\u3001Cypher\u30af\u30a8\u30ea\u3092\u62e1\u5f35\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30b7\u30fc\u30b8\u30e3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>RUN curl -L -o \/var\/lib\/neo4j\/plugins\/apoc-5.25.1-core.jar \\\nhttps:&#47;&#47;github.com\/neo4j\/apoc\/releases\/download\/5.25.1\/apoc-5.25.1-core.jar<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Neo4j\u7528\u306eAPOC\u30d7\u30e9\u30b0\u30a4\u30f3\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001Neo4j\u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u914d\u7f6e\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>EXPOSE 7474 7687<\/code><\/pre>\n\n\n\n<p>\u30dd\u30fc\u30c8\u306e\u516c\u958b\u8a2d\u5b9a\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">7474(HTTP\u30dd\u30fc\u30c8)\u306f\u3001Neo4j\u306e Web\u7ba1\u7406\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u304c\u52d5\u4f5c\u3059\u308b\u30dd\u30fc\u30c8\u3067\u3059\u3002<\/span><\/p>\n\n\n\n<p><span class=\"swl-format-2\">7687(Bolt\u30dd\u30fc\u30c8)\u306f\u3001 Python\u306eneo4j\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u63a5\u7d9a\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>CMD &#091;\"neo4j\"]<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u30b3\u30f3\u30c6\u30ca\u8d77\u52d5\u6642\u306b Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 \u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/span><\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">docker-compose.yml\u30d5\u30a1\u30a4\u30eb\u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>docker-compose.yml\u3067Docker\u30b3\u30f3\u30c6\u30ca\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>docker-compose.yml\u306eYAML\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3066\u958b\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>nano docker-compose.yml<\/code><\/pre>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u30b3\u30fc\u30c9\u3092\u30b3\u30d4\u30fc\u3057\u3066\u3001YAML\u30d5\u30a1\u30a4\u30eb\u306b\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>services:\n  langchain_neo4j:\n    build:\n      context: .\n      dockerfile: langchain.Dockerfile\n    image: langchain\n    runtime: nvidia\n    container_name: langchain\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/langchain\n    deploy:\n      resources:\n        reservations:\n          devices:\n            - driver: nvidia\n              count: 1\n              capabilities: &#091;gpu]\n    networks:\n      - app-network\n    depends_on:\n      - neo4j\n    command: &gt;\n      bash -c '\/usr\/local\/bin\/ollama serve &amp; \/app\/.venv\/bin\/jupyter lab --ip=\"*\" --port=8888 --NotebookApp.token=\"\" --NotebookApp.password=\"\" --no-browser --allow-root'\n\n  neo4j:\n    build:\n      context: .\n      dockerfile: neo4j.Dockerfile\n    image: neo4j_with_apoc\n    container_name: neo4j\n    ports:\n      - \"7474:7474\"\n      - \"7687:7687\"\n    volumes:\n      - .\/data:\/data\n      - .\/plugins:\/plugins\n      - .\/import:\/import\n    environment:\n      - NEO4J_apoc_export_file_enabled=true\n      - NEO4J_apoc_import_file_enabled=true\n      - NEO4J_apoc_import_file_use__neo4j__config=true\n      - NEO4J_dbms_security_procedures_unrestricted=apoc.*\n      - NEO4J_dbms_memory_heap_initial__size=512m\n      - NEO4J_dbms_memory_heap_max__size=2G\n      - NEO4J_apoc_uuid_enabled=true\n      - NEO4J_dbms_default__listen__address=0.0.0.0\n      - NEO4J_dbms_allow__upgrade=true\n      - NEO4J_dbms_default__database=neo4j\n      - NEO4J_AUTH=neo4j\/your_password\n    restart: unless-stopped\n    networks:\n      - app-network\n\nnetworks:\n  app-network:\n    driver: bridge<\/code><\/pre>\n\n\n\n\n\n\n\n<p class=\"is-style-icon_info\">[Ctrl + S]\u30ad\u30fc\u3067\u5909\u66f4\u5185\u5bb9\u3092\u4fdd\u5b58\u3057\u3001[Ctrl + X]\u30ad\u30fc\u3067\u7de8\u96c6\u30e2\u30fc\u30c9\u304b\u3089\u629c\u3051\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30de\u30f3\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>bash -c '\/usr\/local\/bin\/ollama serve &amp; \/app\/.venv\/bin\/jupyter lab --ip=\"*\" --port=8888 --NotebookApp.token=\"\" --NotebookApp.password=\"\" --no-browser --allow-root'<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Ollama Server\u3068Jupyter\u30b5\u30fc\u30d0\u30fc\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p><code>bash -c '\/usr\/local\/bin\/ollama serve<\/code>\uff1aOllama Server\u3092\u8d77\u52d5\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>Python\u306eOllama\u3092\u4f7f\u7528\u3059\u308b\u969b\u306b\u3001Ollama Server\u3092\u8d77\u52d5\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u3054\u6ce8\u610f\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><code>&amp; \/app\/.venv\/bin\/jupyter lab --ip=\"*\" --port=8888 --NotebookApp.token=\"\" --NotebookApp.password=\"\" --no-browser --allow-root'<\/code><\/p>\n\n\n\n<p>JupyterLab\u30928888\u756a\u30dd\u30fc\u30c8\u3067\u8d77\u52d5\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>environment:\n  - NEO4J_apoc_export_file_enabled=true\n  - NEO4J_apoc_import_file_enabled=true\n  - NEO4J_apoc_import_file_use__neo4j__config=true\n  - NEO4J_dbms_security_procedures_unrestricted=apoc.*\n  - NEO4J_dbms_memory_heap_initial__size=512m\n  - NEO4J_dbms_memory_heap_max__size=2G\n  - NEO4J_dbms_default__database=neo4j\n  - NEO4J_AUTH=neo4j\/your_password<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u74b0\u5883\u8a2d\u5b9a\u3092\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p><code>NEO4J_apoc_export_file_enabled=true<\/code>\uff1aAPOC\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u6a5f\u80fd\u3092\u6709\u52b9\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>NEO4J_apoc_import_file_enabled=true<\/code>\uff1aAPOC\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u6a5f\u80fd\u3092\u6709\u52b9\u5316\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>NEO4J_apoc_import_file_use__neo4j__config=true<\/code>\uff1a\u30c7\u30fc\u30bf\u30a4\u30f3\u30dd\u30fc\u30c8\u6642\u306b\u3001\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\uff08\/import\uff09\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u6271\u3048\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>NEO4J_dbms_security_procedures_unrestricted=apoc.*<\/code>\uff1aAPOC\u30e9\u30a4\u30d6\u30e9\u30ea\u5185\u306e\u3059\u3079\u3066\u306e\u30d7\u30ed\u30b7\u30fc\u30b8\u30e3\u3092\u8a31\u53ef\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>NEO4J_dbms_memory_heap_initial__size=512m<\/code>\uff1a\u30d2\u30fc\u30d7\u30e1\u30e2\u30ea\u306e\u521d\u671f\u30b5\u30a4\u30ba\u3092512MB\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>NEO4J_dbms_default__database=neo4j<\/code>\uff1a\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u540d\u3092<code>neo4j<\/code>\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>NEO4J_AUTH=neo4j\/your_password<\/code>\uff1aNeo4j\u306e\u8a8d\u8a3c\u60c5\u5831\u3092\uff08\u30e6\u30fc\u30b6\u30fc\u540d:neo4j\u3001\u30d1\u30b9\u30ef\u30fc\u30c9:your_password\uff09\u306b\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Docker\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5<\/div><div class=\"swell-block-step__body\">\n<p>Dockerfile\u304b\u3089\u30d3\u30eb\u30c9\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002&nbsp;&nbsp;&nbsp;<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>docker compose up<\/code><\/pre>\n\n\n\n<p>&nbsp;<\/p>\n\n\n\n<p>Docker\u306e\u8d77\u52d5\u5f8c\u306b\u30d6\u30e9\u30a6\u30b6\u306e\u691c\u7d22\u7a93\u306b&#8221;localhost:8888&#8243;\u3092\u5165\u529b\u3059\u308b\u3068\u3001Jupyter Lab\u3092\u30d6\u30e9\u30a6\u30b6\u3067\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>localhost:8888<\/code><\/pre>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">GraphRAG\u306e\u5b9f\u88c5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/bar_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9094\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/bar_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/bar_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Docker\u30b3\u30f3\u30c6\u30ca\u3067\u8d77\u52d5\u3057\u305fJupyter Lab\u4e0a\u3067\u3001GraphRAG\u306e\u5b9f\u88c5\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u74b0\u5883\u5909\u6570\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">Neo4j\u306b\u95a2\u3059\u308b\u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import os\nfrom langchain_neo4j import Neo4jGraph\nos.environ&#091;\"NEO4J_URI\"] = \"bolt:\/\/neo4j:7687\"\nos.environ&#091;\"NEO4J_USERNAME\"] = \"neo4j\"\nos.environ&#091;\"NEO4J_PASSWORD\"] = \"your_password\"\n\nurl=os.getenv(\"NEO4J_URI\")\nusername=os.getenv(\"NEO4J_USERNAME\")\npassword=os.getenv(\"NEO4J_PASSWORD\")\n\ngraph = Neo4jGraph()<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>os.environ&#091;\"NEO4J_URI\"] = \"bolt:\/\/neo4j:7687\"\nos.environ&#091;\"NEO4J_USERNAME\"] = \"neo4j\"\nos.environ&#091;\"NEO4J_PASSWORD\"] = \"your_password\"<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Neo4j\u306b\u95a2\u3059\u308b\u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p><code>NEO4J_URI<\/code>: \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u63a5\u7d9aURI\u3067\u3059\u3002\u3053\u306e\u4f8b\u3067\u306f\u3001Neo4j\u304cbolt\u30d7\u30ed\u30c8\u30b3\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ed\u30fc\u30ab\u30eb\u306e\u30dd\u30fc\u30c87687\u3067\u63a5\u7d9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>NEO4J_USERNAME<\/code>: \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\u30e6\u30fc\u30b6\u30fc\u540d\u3067\u3059\u3002<\/p>\n\n\n\n<p><code>NEO4J_PASSWORD<\/code>: \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u63a5\u7d9a\u306e\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u3059\u3002\u300cyour_password\u300d\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u5b9f\u969b\u306e\u4f7f\u7528\u6642\u306b\u306f\u9069\u5207\u306a\u5024\u306b\u7f6e\u304d\u63db\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>graph = Neo4jGraph()<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Neo4jGraph\u30af\u30e9\u30b9\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306fNeo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306e\u63a5\u7d9a\u3084\u30af\u30a8\u30ea\u5b9f\u884c\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u521d\u671f\u5316<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u3059\u3079\u3066\u306e\u30ce\u30fc\u30c9\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u524a\u9664\u3057\u3001\u521d\u671f\u5316\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>graph.query(\"MATCH (n)  DETACH DELETE n;\")<\/code><\/pre>\n\n\n\n\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>graph.query(\"MATCH (n)  DETACH DELETE n;\")<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u3059\u3079\u3066\u306e\u30ce\u30fc\u30c9\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u524a\u9664\u3057\u3001\u521d\u671f\u5316\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p><code>MATCH (n)<\/code>:Neo4j\u306eCypher\u30af\u30a8\u30ea\u3067\u3001\u3059\u3079\u3066\u306e\u30ce\u30fc\u30c9 <code>(n)<\/code> \u3092\u691c\u7d22\u3057\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<p><code>DETACH<\/code>: \u30ce\u30fc\u30c9\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u3066\u3044\u308b\u3059\u3079\u3066\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u524a\u9664\u3057\u307e\u3059\u3002<br>Neo4j\u3067\u306f\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u304c\u5b58\u5728\u3059\u308b\u30ce\u30fc\u30c9\u306f\u76f4\u63a5\u524a\u9664\u3067\u304d\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u5148\u306b\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u524a\u9664\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>DELETE n<\/code>: \u30ce\u30fc\u30c9\u81ea\u4f53\u3092\u524a\u9664\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">LLM\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">LLM\u30e2\u30c7\u30eb\u300cLlama 3.1\u300d\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>LLM\u306e\u5b9f\u884c\u306b\u306fOllama\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import ollama\nollama.pull('llama3.1')<\/code><\/pre>\n\n\n\n<p class=\"is-style-balloon_box\">Llama 3.1\u306b\u3064\u3044\u3066\u306f\u3001\u5225\u8a18\u4e8b\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/llama31toha-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/llama31toha.html\">4050\u5104\u306e\u6700\u5f37LLM\u300cLlama 3.1\u300d\u3068\u306f\uff1f\u4f7f\u3044\u65b9\u30fb\u6027\u80fd\u30fb\u5546\u7528\u5229\u7528\u3092\u89e3\u8aac\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Llama 3.1\u306f\u3001Meta\u793e\u304c\u958b\u767a\u3057\u305f\u6700\u65b0\u306eLLM\u3067\u30014050\u5104\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u6301\u3064\u975e\u5e38\u306b\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u3067\u3059\u3002 Llama 3.1\u306f\u3001GPT-4o\u3084Claude 3.5 Sonnet\u306b\u5339\u6575\u3059\u308b\u6027\u80fd\u3092\u6301\u3064\u3068\u8a00\u308f&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<p class=\"is-style-icon_good\">status=&#8217;success&#8217;\u304c\u8868\u793a\u3055\u308c\u305f\u3089\u3001Ollama\u3067LLM\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<p><span class=\"swl-format-2\">LangChain\u4e0a\u3067Ollama\u3068LLM\u306e\u30e2\u30c7\u30eb\u304c\u4f7f\u3048\u308b\u3088\u3046\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_experimental.llms.ollama_functions import OllamaFunctions\nllm = OllamaFunctions(model=\"llama3.1\", temperature=0, format=\"json\")<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>llm = OllamaFunctions(model=\"llama3.1\", temperature=0, format=\"json\")<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Ollama\u3067LLM\u306e\u30e2\u30c7\u30eb\u304c\u4f7f\u3048\u308b\u3088\u3046\u306b\u3001\u30e2\u30c7\u30eb\u3084\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3001\u51fa\u529b\u5f62\u5f0f\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p><code>model=\"llama3.1\"<\/code>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u3059\u308b\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><code>temperature=0<\/code>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30e2\u30c7\u30eb\u306e\u5275\u9020\u6027\u3084\u30e9\u30f3\u30c0\u30e0\u6027\u3092\u5236\u5fa1\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>0<\/code>\u306f\u6700\u3082\u6c7a\u5b9a\u8ad6\u7684\u306a\u8a2d\u5b9a\u3067\u3042\u308a\u3001\u4e00\u8cab\u6027\u3068\u6b63\u78ba\u6027\u3092\u91cd\u8996\u3057\u305f\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><code>format=\"json\"<\/code>:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u51fa\u529b\u5f62\u5f0f\u3092JSON\u306b\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">Ollama\u306e\u8a73\u3057\u3044\u4f7f\u3044\u65b9\u306f\u3001\u5225\u306e\u8a18\u4e8b\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/ollamapython-eyecatch-300x158.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/highreso.jp\/edgehub\/machinelearning\/ollamapython.html\">Ollama\u3092Python\u3067\u4f7f\u3044\u305f\u3044\uff01\u30ed\u30fc\u30ab\u30ebLLM\u3092\u5feb\u9069\u306b\u52d5\u304b\u3059\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">ollama-python\u306fPython\u74b0\u5883\u3067Ollama\u304c\u4f7f\u3048\u308b\u7121\u6599\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002 ollama-python\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u30ed\u30fc\u30ab\u30ebLLM\u3092API\u3067\u7c21\u5358\u306b\u6d3b\u7528\u3067\u304d\u305f\u308a\u3001RAG\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3078\u306e\u7d71\u5408\u3082&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div><\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p>\u30c6\u30ad\u30b9\u30c8\u3092\u30d9\u30af\u30c8\u30eb\u8868\u73fe\u306b\u5909\u63db\u3059\u308b\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u7121\u6599\u3067\u4f7f\u3048\u308b\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u300cmxbai-embed-large\u300d<\/span>\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_ollama import OllamaEmbeddings\nollama.pull('mxbai-embed-large')\nembeddings = OllamaEmbeddings(model=\"mxbai-embed-large\")<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>ollama.pull('mxbai-embed-large')<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u6307\u5b9a\u3057\u305f\u30e2\u30c7\u30eb\u3092Ollama\u306e\u74b0\u5883\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>embeddings = OllamaEmbeddings(model=\"mxbai-embed-large\")<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u57cb\u3081\u8fbc\u307f\u751f\u6210\u7528\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u69cb\u7bc9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/yellowston_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9040\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/yellowston_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/yellowston_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30c6\u30ad\u30b9\u30c8\u3092\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272<\/div><div class=\"swell-block-step__body\">\n<p><a href=\"https:\/\/onepiece.fandom.com\/wiki\/Monkey_D._Luffy\/History\" target=\"_blank\" rel=\"noreferrer noopener nofollow\">\u300e\u30ef\u30f3\u30d4\u30fc\u30b9\u300f\u306eWiki<\/a>\u306e\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3092\u62bd\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u3068\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3092\u884c\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_community.document_loaders import TextLoader\nfrom langchain.text_splitter import RecursiveCharacterTextSplitter\ntext_path = \".\/text.txt\"\nloader = TextLoader(text_path)\nraw_documents = loader.load()\ntext_splitter = RecursiveCharacterTextSplitter(chunk_size=250, chunk_overlap=24)\ndocuments = text_splitter.split_documents(raw_documents)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>text_path = \".\/text.txt\"\nloader = TextLoader(text_path)\nraw_documents = loader.load()<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p><code>text_path = \".\/text.txt\"<\/code>: \u8aad\u307f\u8fbc\u3080\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u306e\u30d1\u30b9\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002text.txt\u306f\u3001<a href=\"https:\/\/onepiece.fandom.com\/wiki\/Monkey_D._Luffy\/History\">\u300e\u30ef\u30f3\u30d4\u30fc\u30b9\u300f\u306eWiki<\/a>\u306e\u30c7\u30fc\u30bf\u304b\u3089\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>loader.load()<\/code>: \u5b9f\u969b\u306b\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>text_splitter = RecursiveCharacterTextSplitter(chunk_size=250, chunk_overlap=24)\ndocuments = text_splitter.split_documents(raw_documents)<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p><code>chunk_size=250<\/code>: \u5404\u30c1\u30e3\u30f3\u30af\u306e\u30b5\u30a4\u30ba\u3092\u6700\u5927250\u6587\u5b57\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>chunk_overlap=24<\/code>: \u5404\u30c1\u30e3\u30f3\u30af\u306e\u9593\u306724\u6587\u5b57\u5206\u306e\u91cd\u8907\u3092\u6301\u305f\u305b\u307e\u3059\u3002\u91cd\u8907\u306b\u3088\u308a\u3001\u5206\u5272\u3055\u308c\u308b\u30c6\u30ad\u30b9\u30c8\u9593\u306e\u6587\u8108\u306e\u7d99\u7d9a\u6027\u3092\u4fdd\u6301\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>split_documents(raw_documents)<\/code>: \u8aad\u307f\u8fbc\u3093\u3060\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u8a2d\u5b9a\u3055\u308c\u305f\u30b5\u30a4\u30ba\u3068\u91cd\u8907\u306e\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u3044\u3066\u5206\u5272\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Neo4j\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u69cb\u7bc9<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u62bd\u51fa\u3057\u3066\u30b0\u30e9\u30d5\u69cb\u9020\u306b\u5909\u63db\u3057\u3001Neo4j\u306e\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain.graphs import Neo4jGraph\nfrom langchain_experimental.graph_transformers import LLMGraphTransformer\n\nllm_transformer = LLMGraphTransformer(llm=llm)\n\ngraph_documents = llm_transformer.convert_to_graph_documents(documents)\n\ngraph.add_graph_documents(\n  graph_documents, \n  baseEntityLabel=True, \n  include_source=True\n)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>llm_transformer = LLMGraphTransformer(llm=llm)\ngraph_documents = llm_transformer.convert_to_graph_documents(documents)<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">LLM\u3092\u7528\u3044\u3066\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3084\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u62bd\u51fa\u3057\u3066\u3001\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u66f8\u4e2d\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u4f8b: \u4eba\u7269\u3001\u7d44\u7e54\u3001\u5834\u6240\u306a\u3069\uff09\u3092\u30ce\u30fc\u30c9\u3068\u3057\u3066\u62bd\u51fa\u3002<\/li>\n\n\n\n<li>\u305d\u308c\u3089\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u9593\u306e\u95a2\u4fc2\u6027\uff08\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\uff09\u3092\u30a8\u30c3\u30b8\u3068\u3057\u3066\u62bd\u51fa\u3002<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>graph.add_graph_documents(\n  graph_documents, \n  baseEntityLabel=True, \n  include_source=True\n)<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\"> Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u30b0\u30e9\u30d5\u30c7\u30fc\u30bf\u306e\u8ffd\u52a0\u3084\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>graph_documents<\/code>: LLM\u306b\u3088\u3063\u3066\u5909\u63db\u3055\u308c\u305f\u30b0\u30e9\u30d5\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\uff08\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\uff09\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>baseEntityLabel=True<\/code>: \u3059\u3079\u3066\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u30d9\u30fc\u30b9\u30e9\u30d9\u30eb\uff08\u57fa\u672c\u7684\u306a\u30ab\u30c6\u30b4\u30ea\uff09\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\u4f8b: <code>Person<\/code>, <code>Location<\/code>\u306a\u3069\u306e\u30e9\u30d9\u30eb\u304c\u4ed8\u4e0e\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>include_source=True<\/code>: \u5143\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u60c5\u5831\u3092\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3084\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u306b\u542b\u3081\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u3092\u3059\u308b\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\uff08\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u7528\uff09<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u3092\u884c\u3046\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u7528\u306e\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u3068\u306f\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3068\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_community.vectorstores import Neo4jVector\nhybrid_index = Neo4jVector.from_existing_graph(\n    embeddings,\n    search_type=\"hybrid\",\n    node_label=\"Document\",\n    text_node_properties=&#091;\"text\"],\n    embedding_node_property=\"embedding\",\n)\nunstructured_retriever = hybrid_index.as_retriever()<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>hybrid_index = Neo4jVector.from_existing_graph(\n    embeddings,\n    search_type=\"hybrid\",\n    node_label=\"Document\",\n    text_node_properties=&#091;\"text\"],\n    embedding_node_property=\"embedding\",\n)<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u8a2d\u5b9a\u3092\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p><code>embeddings<\/code>:\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001\u610f\u5473\u7684\u306a\u985e\u4f3c\u5ea6\u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>search_type=\"hybrid\"<\/code>:\u691c\u7d22\u30bf\u30a4\u30d7\u3092\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306b\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u3068\u306f\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3068\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u624b\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<p><code>node_label=\"Document\"<\/code>:<\/p>\n\n\n\n<p>Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u300cDocument\u300d\u306e\u30e9\u30d9\u30eb\u540d\u3092\u6301\u3064\u30ce\u30fc\u30c9\u3092\u691c\u7d22\u5bfe\u8c61\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>text_node_properties=[\"text\"]<\/code>:<\/p>\n\n\n\n<p>\u300ctext\u300d\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u540d\u3092\u6301\u3064\u30ce\u30fc\u30c9\u3092\u691c\u7d22\u5bfe\u8c61\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306b\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304c\u683c\u7d0d\u3055\u308c\u3001\u5168\u6587\u691c\u7d22\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>embedding_node_property=\"embedding\"<\/code>:<\/p>\n\n\n\n<p>\u300cembedding\u300d\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u540d\u3092\u6301\u3064\u30ce\u30fc\u30c9\u3092\u691c\u7d22\u5bfe\u8c61\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306b\u306f\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u304c\u683c\u7d0d\u3055\u308c\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>unstructured_retriever = hybrid_index.as_retriever()<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u304b\u3089\u30af\u30a8\u30ea\u306b\u57fa\u3065\u3044\u3066\u95a2\u9023\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u5168\u6587\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u5bfe\u3057\u3066\u3001<span class=\"swl-format-2\">\u5168\u6587\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u300cEntity\u300d\u30e9\u30d9\u30eb\u3092\u6301\u3064\u30ce\u30fc\u30c9\u306e\u300cid\u300d\u30d7\u30ed\u30d1\u30c6\u30a3\u306b\u5bfe\u3057\u3066\u3001\u5168\u6587\u691c\u7d22\u304c\u3067\u304d\u308b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from neo4j import GraphDatabase\ndriver = GraphDatabase.driver(uri=url, auth=(username, password))\n\ndef create_fulltext_index(tx):\n    query = '''\n    CREATE FULLTEXT INDEX `fulltext_entity_id` \n    FOR (n:__Entity__) \n    ON EACH &#091;n.id];\n    '''\n    tx.run(query)\n\ndef create_index():\n    with driver.session() as session:\n        session.execute_write(create_fulltext_index)\n        print(\"Fulltext index created successfully.\")\n\ntry:\n    create_index()\nexcept:\n    pass\n\ndriver.close()<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>driver = GraphDatabase.driver(uri=url, auth=(username, password))<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u63a5\u7d9a\u3092\u78ba\u7acb\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>def create_fulltext_index(tx):\n    query = '''\n    CREATE FULLTEXT INDEX `fulltext_entity_id` \n    FOR (n:__Entity__) \n    ON EACH &#091;n.id];\n    '''\n    tx.run(query)<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Neo4j\u306b\u5bfe\u3057\u3066\u5168\u6587\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3059\u308b\u30af\u30a8\u30ea\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>create_fulltext_index(tx)<\/code>\uff1a<code>tx<\/code>\u5185\u3067\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>CREATE FULLTEXT INDEX fulltext_entity_id``<\/code>\uff1a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u540d\u3092<code>fulltext_entity_id<\/code>\u3068\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>FOR (n:__Entity__)<\/code>\uff1a<code>__Entity__<\/code>\u30e9\u30d9\u30eb\u304c\u4ed8\u3044\u305f\u30ce\u30fc\u30c9\u304c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u5bfe\u8c61\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>ON EACH [n.id]<\/code>\uff1a\u30ce\u30fc\u30c9\u306e\u30d7\u30ed\u30d1\u30c6\u30a3id\u304c\u5168\u6587\u691c\u7d22\u306e\u5bfe\u8c61\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>def create_index():\n    with driver.session() as session:\n        session.execute_write(create_fulltext_index)\n        print(\"Fulltext index created successfully.\")<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Neo4j\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u958b\u304d\u3001\u5168\u6587\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3059\u308b\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>with driver.session()<\/code>:Neo4j\u3068\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3092\u958b\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>session.execute_write(create_fulltext_index)<\/code>:\u66f8\u304d\u8fbc\u307f\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u30e2\u30fc\u30c9\u3067\u3001Neo4j\u306b\u5bfe\u3057\u3066\u3001\u5168\u6587\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>try:\n    create_index()\nexcept:\n    pass\n\ndriver.close()<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6642\u306b\u767a\u751f\u3059\u308b\u4f8b\u5916\u51e6\u7406<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>try...except<\/code>:\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6642\u306b\u3059\u3067\u306b\u540c\u3058\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u304c\u5b58\u5728\u3057\u3066\u3044\u305f\u308a\u3001\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u3067\u3082\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u505c\u6b62\u305b\u305a\u306b\u51e6\u7406\u3092\u7d9a\u884c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>driver.close()<\/code>:\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u63a5\u7d9a\u3092\u30af\u30ed\u30fc\u30ba\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Neo4j\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u78ba\u8a8d<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30d6\u30e9\u30a6\u30b6\u304b\u3089<a href=\"http:\/\/localhost:7474\">http:\/\/localhost:7474<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u3001Neo4j\u306e\u7ba1\u7406\u753b\u9762\u3092\u958b\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>http:&#47;&#47;localhost:7474<\/code><\/pre>\n\n\n\n\n\n\n\n<p>\u30b5\u30a4\u30c9\u30d0\u30fc\u306e\u300c\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30a2\u30a4\u30b3\u30f3\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"900\" height=\"590\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-1.png\" alt=\"neo4j\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\" class=\"wp-image-14575\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-1.png 900w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-1-300x197.png 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-1-768x503.png 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/figure>\n\n\n\n\n\n\n\n<p>\u30ce\u30fc\u30c9\u30e9\u30d9\u30eb\u304b\u3089\u300cPerson\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"900\" height=\"483\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-2.png\" alt=\"neo4j\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\" class=\"wp-image-14573\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-2.png 900w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-2-300x161.png 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-2-768x412.png 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/figure>\n\n\n\n\n\n\n\n<p>\u300cPerson\u300d\u30ce\u30fc\u30c9\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u56f3\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"900\" height=\"560\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-3.jpg\" alt=\"neo4j\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\" class=\"wp-image-14574\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-3.jpg 900w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-3-300x187.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2025\/01\/capture_graphrag-3-768x478.jpg 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">GraphRAG\u306e\u69cb\u7bc9<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/chain_midashi-13.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-10925\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/chain_midashi-13.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/chain_midashi-13-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u62bd\u51fa\u3059\u308b\u30c1\u30a7\u30fc\u30f3\u306e\u69cb\u7bc9<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u4eba\u7269\u3084\u7d44\u7e54\u306a\u3069\uff09\u306e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from pydantic import BaseModel, Field\nfrom langchain_core.prompts import ChatPromptTemplate\nclass Entities(BaseModel):\n    names: list&#091;str] = Field(\n        ...,\n        description=\"All the person, organization, or business entities that \"\n        \"appear in the text\",\n    )\n\nprompt = ChatPromptTemplate.from_messages(\n    &#091;\n        (\n            \"system\",\n            \"You are extracting organization and person entities from the text.\",\n        ),\n        (\n            \"human\",\n            \"Use the given format to extract information from the following \"\n            \"input: {question}\",\n        ),\n    ]\n)\n\nentity_chain = prompt | llm.with_structured_output(Entities)\nentity_chain.invoke({\"question\":\"Who are Luffy and Shanks?\"})<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>class Entities(BaseModel):\n    names: list&#091;str] = Field(\n        ...,\n        description=\"All the person, organization, or business entities that \"\n        \"appear in the text\",\n    )<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u60c5\u5831\u3092\u683c\u7d0d\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>Entities<\/code>\u306f\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\uff08\u4eba\u7269\u540d\u3084\u7d44\u7e54\u540d\u306a\u3069\uff09\u3092\u683c\u7d0d\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>BaseModel<\/code>: Pydantic\u304b\u3089\u63d0\u4f9b\u3055\u308c\u308b\u30af\u30e9\u30b9\u3067\u3001\u30c7\u30fc\u30bf\u306e\u578b\u691c\u8a3c\u3084\u30d0\u30ea\u30c7\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>names: list[str]<\/code>: names\u30d5\u30a3\u30fc\u30eb\u30c9\u306f\u3001\u62bd\u51fa\u3055\u308c\u305f\u4eba\u540d\u3084\u7d44\u7e54\u540d\u3001\u4f01\u696d\u540d\u306a\u3069\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u30ea\u30b9\u30c8\u5f62\u5f0f\u3067\u4fdd\u6301\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>Field(...)<\/code>:\u30d5\u30a3\u30fc\u30eb\u30c9\u304c\u5fc5\u9808\u3067\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>description<\/code>\uff1a\u3053\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u8aac\u660e\u3092\u8a18\u8ff0\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>prompt = ChatPromptTemplate.from_messages(\n    &#091;\n        (\n            \"system\",\n            \"You are extracting organization and person entities from the text.\",\n        ),\n        (\n            \"human\",\n            \"Use the given format to extract information from the following \"\n            \"input: {question}\",\n        ),\n    ]\n)<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u3053\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306fLLM\u306b\u5bfe\u3057\u3066\u3001\u5165\u529b\u3055\u308c\u305f\u8cea\u554f\u6587\u304b\u3089\u7d44\u7e54\u540d\u3084\u4eba\u7269\u540d\u3092\u7279\u5b9a\u3059\u308b\u3088\u3046\u306b\u6307\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30b7\u30b9\u30c6\u30e0\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u306f\u3001\u30e2\u30c7\u30eb\u306b\u5bfe\u3059\u308b\u6307\u793a\u3084\u5f79\u5272\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u300c\u7d44\u7e54\u3084\u4eba\u7269\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u62bd\u51fa\u3059\u308b\u300d\u3053\u3068\u3092\u6307\u793a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e6\u30fc\u30b6\u30fc\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u306f\u3001\u5b9f\u969b\u306b\u4eba\u9593\u304c\u30e2\u30c7\u30eb\u306b\u8cea\u554f\u3059\u308b\u90e8\u5206\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u5165\u529b\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u6307\u5b9a\u3055\u308c\u305f\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u5f93\u3063\u3066\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u3088\u3046\u306b\u6c42\u3081\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>entity_chain = prompt | llm.with_structured_output(Entities)\nentity_chain.invoke({\"question\":\"Who are Luffy and Shanks?\"})<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u62bd\u51fa\u7528\u30c1\u30a7\u30fc\u30f3\u306e\u69cb\u7bc9\u3057\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306e\u62bd\u51fa\u3092\u5b9f\u884c\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p><code>prompt | llm.with_structured_output(Entities)<\/code>\uff1a<code>prompt<\/code>\u3092<code>llm<\/code>\u306b\u6e21\u3057\u307e\u3059\u3002LLM\u306e\u51fa\u529b\u3092<code>Entities<\/code>\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306b\u5f93\u3063\u3066\u6574\u5f62\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><code>entity_chain.invoke({\"question\":\"Who are Luffy and Shanks?\"})<\/code>\uff1a\u4f5c\u6210\u3057\u305f\u30c1\u30a7\u30fc\u30f3\u306b\u30af\u30a8\u30ea\u3092\u5165\u529b\u3057\u3066\u5b9f\u884c\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-icon_good\">Entities(names=[&#8216;Luffy&#8217;, &#8216;Shanks&#8217;])\u304c\u51fa\u529b\u3055\u308c\u3001\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306b\u5f93\u3063\u3066\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u304c\u62bd\u51fa\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u5168\u6587\u691c\u7d22\u7528\u306e\u30af\u30a8\u30ea\u3092\u751f\u6210\u3059\u308b\u95a2\u6570<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">Lucene\u69cb\u6587\u306b\u57fa\u3065\u304f\u5168\u6587\u691c\u7d22\u7528\u306e\u30af\u30a8\u30ea\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>Neo4j\u306e\u5168\u6587\u691c\u7d22\u6a5f\u80fd\u306fLucene\u306e\u30af\u30a8\u30ea\u69cb\u6587\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u69cb\u6587\u306b\u9069\u5408\u3057\u305f\u5f62\u5f0f\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u5168\u6587\u691c\u7d22\u7528\u30af\u30a8\u30ea\u306f\u3001\u66d6\u6627\u691c\u7d22\u3084\u8907\u6570\u6761\u4ef6\u691c\u7d22\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_community.vectorstores.neo4j_vector import remove_lucene_chars\n\ndef generate_full_text_query(input: str) -&gt; str:\n    full_text_query = \"\"\n    words = &#091;el for el in remove_lucene_chars(input).split() if el]\n    for word in words&#091;:-1]:\n        full_text_query += f\" {word}~2 AND\"\n    full_text_query += f\" {words&#091;-1]}~2\"\n    return full_text_query.strip()<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>words = &#091;el for el in remove_lucene_chars(input).split() if el]<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">Lucene\u306b\u304a\u3051\u308b\u7279\u6b8a\u6587\u5b57\u306e\u9664\u53bb\u3084\u7a7a\u8981\u7d20\u3092\u9664\u5916\u3057\u3001\u7a7a\u3067\u306a\u3044\u5358\u8a9e\u306e\u307f\u3092\u30ea\u30b9\u30c8\u306b\u683c\u7d0d\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>remove_lucene_chars(input)<\/code>:Lucene\u30af\u30a8\u30ea\u306b\u304a\u3051\u308b\u7279\u6b8a\u6587\u5b57\u3092\u53d6\u308a\u9664\u304d\u6b63\u898f\u5316\u3057\u307e\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u7279\u6b8a\u6587\u5b57\u306e\u4f8b: <code>+ - &amp;&amp; || ! ( ) { } [ ] ^ \" ~ * ? : \\ \/<\/code> \u306a\u3069\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>.split()<\/code>:\u5165\u529b\u6587\u5b57\u5217\u3092\u30b9\u30da\u30fc\u30b9\u533a\u5207\u308a\u3067\u5358\u8a9e\u306b\u5206\u5272\u3057\u3001\u5358\u8a9e\u30ea\u30b9\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>if el<\/code>:\u7a7a\u767d\u6587\u5b57\u5217\u3092\u9664\u5916\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>for word in words&#091;:-1]:\n    full_text_query += f\" {word}~2 AND\"\nfull_text_query += f\" {words&#091;-1]}~2\"<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u66d6\u6627\u691c\u7d22\u3084\u8907\u6570\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>full_text_query += f\" {word}~2 AND\"<\/code>:\n<ul class=\"wp-block-list\">\n<li>\u5404\u5358\u8a9e\u306b\u66d6\u6627\u691c\u7d22\u306e\u6307\u5b9a<code>~2<\/code>\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>~2<\/code> \u306f\u30012\u6587\u5b57\u4ee5\u5185\u306e\u9055\u3044\u304c\u3042\u308b\u5358\u8a9e\u3092\u691c\u7d22\u5bfe\u8c61\u306b\u542b\u307f\u3001\u985e\u4f3c\u3057\u305f\u5358\u8a9e\u3092\u691c\u7d22\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5358\u8a9e\u540c\u58eb\u306f <code>AND<\/code> \u6f14\u7b97\u5b50\u3067\u7d50\u5408\u3057\u3001\u8907\u6570\u6761\u4ef6\u3092\u6e80\u305f\u3059\u691c\u7d22\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>full_text_query += f\" {words[-1]}~2\"<\/code>\uff1a\u30eb\u30fc\u30d7\u5916\u3067\u51e6\u7406\u3055\u308c\u308b\u6700\u5f8c\u306e\u5358\u8a9e\u306b\u3082\u66d6\u6627\u691c\u7d22\u6307\u5b9a\uff08~2\uff09\u3092\u8ffd\u52a0\u3057\u307e\u3059\u304c\u3001\u7121\u52b9\u306a\u30af\u30a8\u30ea\u3068\u306a\u3089\u306a\u3044\u3088\u3046\u306b\u3001\u6700\u5f8c\u306e\u5358\u8a9e\u306b\u306f AND \u6f14\u7b97\u5b50\u3092\u4ed8\u3051\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>return full_text_query.strip()<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30af\u30a8\u30ea\u306e\u524d\u5f8c\u306b\u4e0d\u8981\u306a\u30b9\u30da\u30fc\u30b9\u304c\u3042\u308c\u3070\u9664\u53bb\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002<\/span><\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30b0\u30e9\u30d5\u691c\u7d22\u3092\u3059\u308b\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u306e\u69cb\u7bc9\uff08\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u7528\uff09<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u30b0\u30e9\u30d5\u691c\u7d22\u3092\u3059\u308b\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u7528\u306e\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u8cea\u554f\u6587\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3092\u62bd\u51fa\u3057\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u4e00\u81f4\u3059\u308b\u30ce\u30fc\u30c9\u3092\u691c\u7d22\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u691c\u7d22\u3057\u305f\u30ce\u30fc\u30c9\u306b\u95a2\u9023\u3059\u308b\u96a3\u63a5\u30ce\u30fc\u30c9\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u691c\u7d22\u3059\u308b\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>def structured_retriever(question: str) -&gt; str:\n    result = \"\"\n    entities = entity_chain.invoke(question)\n    for entity in entities.names:\n        response = graph.query(\n            \"\"\"\n            CALL db.index.fulltext.queryNodes('fulltext_entity_id', $query, {limit:2})\n            YIELD node, score\n            CALL (node) {\n              WITH node\n              MATCH (node)-&#091;r:!MENTIONS]-&gt;(neighbor)\n              RETURN node.id + ' - ' + type(r) + ' -&gt; ' + neighbor.id AS output\n              UNION ALL\n              WITH node\n              MATCH (node)&lt;-&#091;r:!MENTIONS]-(neighbor)\n              RETURN neighbor.id + ' - ' + type(r) + ' -&gt; ' + node.id AS output\n            }\n            RETURN output LIMIT 50\n            \"\"\",\n            {\"query\": generate_full_text_query(entity)},\n        )\n        result += \"\\n\".join(el&#091;\"output\"] for el in response)\n    return result\n\nprint(structured_retriever(\"Who is Luffy?\"))<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>entities = entity_chain.invoke(question)<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u8cea\u554f\u6587<code>question<\/code>\u3092\u5165\u529b\u3068\u3057\u3066\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u62bd\u51fa\u3092\u3059\u308b\u30c1\u30a7\u30fc\u30f3\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>for entity in entities.names:<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u62bd\u51fa\u3055\u308c\u305f\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3054\u3068\u306b\u3001\u30b0\u30e9\u30d5\u691c\u7d22\u306e\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>graph.query(\n     \"\"\"\n     CALL db.index.fulltext.queryNodes('fulltext_entity_id', $query, {limit:2})\n     YIELD node,score\n     (\u7701\u7565)\n     \"\"\", \n    {\"query\": generate_full_text_query(entity)},\n)<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\"><span class=\"swl-format-2\">\u5168\u6587\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u4e00\u81f4\u3059\u308b\u30ce\u30fc\u30c9\u3092\u691c\u7d22\u3057\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span class=\"swl-format-1\"><code>graph.query()<\/code>\u306e\u52d5\u4f5c\u306e\u6d41\u308c<\/span>\n<ul class=\"wp-block-list\">\n<li><code>{\"query\": generate_full_text_query(entity)}<\/code>\u306f\u3001Lucene\u5f62\u5f0f\u306e\u691c\u7d22\u30af\u30a8\u30ea\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4e0a\u8a18\u3067\u4f5c\u6210\u3057\u305f\u30af\u30a8\u30ea\u3092\u4ee5\u4e0b\u306e<code>$query<\/code>\u306b\u633f\u5165\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>CALL db.index.fulltext.queryNodes<\/code>\u3092\u4f7f\u3044\u3001Neo4j\u306e\u5168\u6587\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u304b\u3089\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u540d\u306b\u95a2\u9023\u3059\u308b\u30ce\u30fc\u30c9\u3092\u691c\u7d22\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<ul class=\"wp-block-list\">\n<li><span class=\"swl-format-1\"><code>graph.query()<\/code>\u306e\u5f15\u6570\u306e\u8aac\u660e<\/span>\n<ul class=\"wp-block-list\">\n<li><code>fulltext_entity_id<\/code>\uff1a\u5168\u6587\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u540d\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>$query<\/code>\uff1a\u30af\u30a8\u30ea\u306b\u4e00\u81f4\u3059\u308b\u30ce\u30fc\u30c9\u3092\u691c\u7d22\u3057\u307e\u3059\u3002\uff08\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u306b\u95a2\u9023\u3059\u308b\u30ce\u30fc\u30c9\u3092\u691c\u7d22\uff09<\/li>\n\n\n\n<li><code>{limit:2}<\/code>\uff1a\u53d6\u5f97\u3059\u308b\u6700\u5927\u30ce\u30fc\u30c9\u6570\u3092\uff12\u3064\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<ul class=\"wp-block-list\">\n<li><span class=\"swl-format-1\"><code>YIELD node, score<\/code>\uff1a<\/span><br><code>CALL<\/code>\u304c\u8fd4\u3059\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u3069\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u62bd\u51fa\u3059\u308b\u304b\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u691c\u7d22\u3055\u308c\u305f\u30ce\u30fc\u30c9\u3068\u30de\u30c3\u30c1\u30f3\u30b0\u306e\u30b9\u30b3\u30a2\u3092\u53d6\u5f97\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<ul class=\"wp-block-list\">\n<li><span class=\"swl-format-1\"><code>{\"query\": generate_full_text_query(entity)}<\/code>\uff1a<\/span><br>entity\u3092\u5165\u529b\u3068\u3057\u3066\u53d7\u3051\u53d6\u308a\u3001Lucene\u5f62\u5f0f\u306e\u691c\u7d22\u30af\u30a8\u30ea\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u691c\u7d22\u30af\u30a8\u30ea\u306f\u66d6\u6627\u691c\u7d22\u3084\u8907\u6570\u6761\u4ef6\u691c\u7d22\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u4f5c\u6210\u3057\u305f\u30af\u30a8\u30ea\u304c\u4e0a\u8a18\u306e<code>$query<\/code>\u306b\u633f\u5165\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>CALL (node) {\n  WITH node\n  MATCH (node)-&#091;r:!MENTIONS]-&gt;(neighbor)\n  RETURN node.id + ' - ' + type(r) + ' -&gt; ' + neighbor.id AS output\n  UNION ALL\n  WITH node\n  MATCH (node)&lt;-&#091;r:!MENTIONS]-(neighbor)\n  RETURN neighbor.id + ' - ' + type(r) + ' -&gt; ' + node.id AS output\n}\nRETURN output LIMIT 50<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u6307\u5b9a\u3055\u308c\u305f\u30ce\u30fc\u30c9\u3068\u306b\u95a2\u9023\u3059\u308b\u96a3\u63a5\u30ce\u30fc\u30c9\u3068\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u691c\u7d22\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>CALL(node){ ... }<\/code> \uff1a\u30b5\u30d6\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u69cb\u6587\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>WITH node<\/code> \uff1a\u5916\u90e8\u30af\u30a8\u30ea\u304b\u3089\u30b5\u30d6\u30af\u30a8\u30ea\u306b\u5909\u6570 <code>node<\/code> \u3092\u5f15\u304d\u7d99\u3050\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>MATCH (node)-[r:!MENTIONS]-&gt;(neighbor)<\/code>:<code>node<\/code> \u306b\u95a2\u9023\u3059\u308b\u96a3\u63a5\u30ce\u30fc\u30c9\u3068\u5916\u5411\u304d\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u691c\u7d22\u3057\u307e\u3059\u3002\n<ul class=\"wp-block-list\">\n<li><code>neighbor<\/code> \u306f\u3001\u96a3\u63a5\u30ce\u30fc\u30c9\uff08\u95a2\u9023\u3059\u308b\u30ce\u30fc\u30c9\uff09\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>[r:!MENTIONS]<\/code> \u306e <strong><code>!<\/code><\/strong> \u306f\u3001\u5426\u5b9a\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u6f14\u7b97\u5b50\u3067\u3001<code>MENTIONS<\/code> \u4ee5\u5916\u306e\u95a2\u4fc2\u3067\u3064\u306a\u304c\u3063\u3066\u3044\u308b\u30ce\u30fc\u30c9\u3092\u898b\u3064\u3051\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>RETURN node.id + ' - ' + type(r) + ' -&gt; ' + neighbor.id AS output<\/code>\uff1a\u30ce\u30fc\u30c9\u306eID\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u30bf\u30a4\u30d7\u3001\u304a\u3088\u3073\u96a3\u63a5\u30ce\u30fc\u30c9\u306eID\u3092\u6587\u5b57\u5217\u3067\u7d50\u5408\u3057\u3001output \u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\n<ul class=\"wp-block-list\">\n<li>\u4f8b\uff1a<code>\"Luffy - RESCUER -&gt; Robin\"<\/code><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><code>UNION ALL<\/code>:\u5916\u5411\u304d\u3068\u5185\u5411\u304d\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u500b\u5225\u306b\u53d6\u5f97\u3057\u3066\u3001\u91cd\u8907\u3092\u6392\u9664\u3057\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li><code>(node)&lt;-[r:!MENTIONS]-(neighbor)<\/code> :<code>node<\/code> \u306b\u5411\u304b\u5185\u5411\u304d\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u63a2\u7d22\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>RETURN neighbor.id + ' - ' + type(r) + ' -&gt; ' + node.id AS output<\/code>\uff1a\u96a3\u63a5\u30ce\u30fc\u30c9\u306eID\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u30bf\u30a4\u30d7\u3001\u304a\u3088\u3073\u30ce\u30fc\u30c9\u306eID\u3092\u6587\u5b57\u5217\u3067\u7d50\u5408\u3057\u3001output \u3068\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002\n<ul class=\"wp-block-list\">\n<li>\u4f8b:<code>Robin - ADMIRES -&gt; Luffy<\/code><\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u7d50\u679c\u5236\u9650:<code>LIMIT 50<\/code>\u3067\u6700\u592750\u4ef6\u306e\u7d50\u679c\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>{\"query\": generate_full_text_query(entity)}<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30af\u30a8\u30ea\u6587\u5b57\u5217\u5185\u306e <code>$query<\/code> \u30d7\u30ec\u30fc\u30b9\u30db\u30eb\u30c0\u30fc\u306b\u4ee5\u4e0b\u306e\u5024\u3092\u52d5\u7684\u306b\u57cb\u3081\u8fbc\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u540d\u3092 Lucene\u69cb\u6587\u306e\u5168\u6587\u691c\u7d22\u30af\u30a8\u30ea\u306b\u5909\u63db\u3057\u3001\u66d6\u6627\u691c\u7d22\u3084\u8907\u6570\u6761\u4ef6\u306e\u691c\u7d22\u306b\u5bfe\u5fdc\u3057\u305f\u5024\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>result += \"\\n\".join(&#091;el&#091;'output'] for el in response])<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30ea\u30b9\u30c8\u304b\u3089\u6587\u5b57\u5217\u3078\u306e\u5909\u63db\u3057\u3001\u6539\u884c\u533a\u5207\u308a\u3067\u9023\u7d50\u3057\u307e\u3059\u3002<\/span><\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">\u51fa\u529b\u7d50\u679c\u3092\u4e00\u90e8\u629c\u7c8b<\/p>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>Luffy - RESCUER -&gt; Robin\nLuffy - FIGHTS_AGAINST -&gt; Katakuri\nLuffy - RESCUED -&gt; Sanji\nLuffy - ADMIRES -&gt; Ace\nLuffy - INVITED_TO_JOIN_CREW -&gt; Brook\nLuffy - TRUSTS -&gt; Jinbe\nLuffy - ACCEPTS -&gt; Chopper\nLuffy - RELYS_ON -&gt; Nami\nLuffy - WELCOMES_BACK -&gt; Usopp\nLuffy - IS_RECKLESSLY_FOLLOWED_BY -&gt; Chopper\nUsopp - SUPPORTS -&gt; Luffy\nFranky - SUPPORTS -&gt; Luffy\nSanji - SUPPORTS -&gt; Luffy\nRobin - SAVED_BY -&gt; Luffy\nAce - BROTHER -&gt; Luffy\nBig Mom - ENEMY -&gt; Luffy\nUsopp - FRIENDSHIP -&gt; Luffy\nLaw - ALLIANCE -&gt; Luffy<\/code><\/pre>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30b0\u30e9\u30d5\u691c\u7d22\u3068\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u306e\u7d50\u679c\u3092\u7d71\u5408\u3059\u308b<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u8cea\u554f\u306b\u5bfe\u3057\u3066 \u30b0\u30e9\u30d5\u691c\u7d22\u3068\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u306e\u7d50\u679c\u3092\u7d71\u5408\u3059\u308b\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>def full_retriever(question: str):\n    structured_data = structured_retriever(question)\n    unstructured_data = &#091;el.page_content for el in unstructured_retriever.invoke(question)]\n    final_data = f\"\"\"Structured data:\n    {structured_data}\n    unstructured_data:\n    {\"#Document \". join(unstructured_data)}\n    \"\"\"\n    return final_data<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>structured_data = structured_retriever(question)<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u8cea\u554f\u3092\u3082\u3068\u306b\u30b0\u30e9\u30d5\u691c\u7d22\u3092\u884c\u3044\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3084\u30ea\u30ec\u30fc\u30b7\u30e7\u30f3\u30b7\u30c3\u30d7\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>unstructured_data = &#091;el.page_content for el in unstructured_retriever.invoke(question)]<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\uff08\u30d9\u30af\u30c8\u30eb\u691c\u7d22\uff0b\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\uff09\u3067\u53d6\u5f97\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>final_data = f\"\"\"Structured data:\n{structured_data}\nunstructured_data:\n{\"#Document \". join(unstructured_data)}\n\"\"\"<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30b0\u30e9\u30d5\u691c\u7d22\u3068\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u306e\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u3066\u4e00\u3064\u306e\u6587\u5b57\u5217\u306b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3057\u307e\u3059\u3002<\/span><\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">RAG\u30c1\u30a7\u30fc\u30f3\u306e\u69cb\u7bc9<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u8cea\u554f\u3068\u30ea\u30c8\u30ea\u30fc\u30d0\u30fc\u304b\u3089\u53d6\u5f97\u3057\u305f\u60c5\u5831\u3092\u3082\u3068\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4f5c\u6210\u3057\u3001\u30e2\u30c7\u30eb\u306b\u6e21\u3057\u3066\u751f\u6210\u3059\u308bRAG\u30c1\u30a7\u30fc\u30f3\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from langchain_core.runnables import RunnablePassthrough\nfrom langchain_core.output_parsers import StrOutputParser\ntemplate = \"\"\"Answer the question based only on the following context:\n{context}\n\nQuestion: {question}\nUse natural language and be concise.\nAnswer:\"\"\"\nprompt = ChatPromptTemplate.from_template(template)\n\nchain = (\n        {\n            \"context\": full_retriever,\n            \"question\": RunnablePassthrough(),\n        }\n    | prompt\n    | llm\n    | StrOutputParser()\n)<\/code><\/pre>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col3\"><div class=\"cap_box_ttl\"><span>\u30b3\u30fc\u30c9\u306e\u8aac\u660e<\/span><\/div><div class=\"cap_box_content\">\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>template = \"\"\"Answer the question based only on the following context:\n{context}\n\nQuestion: {question}\nUse natural language and be concise.\nAnswer:\"\"\"<\/code><\/pre>\n\n\n\n<p>\u8cea\u554f\u5fdc\u7b54\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>{context}<\/code>:<code>full_retriever<\/code> \u304b\u3089\u53d6\u5f97\u3057\u305f\u30b0\u30e9\u30d5\u691c\u7d22\u3068\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u306e\u7d71\u5408\u30c7\u30fc\u30bf\u304c\u5165\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>{question}<\/code>: \u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u304c\u5165\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>chain = (\n        {\n            \"context\": full_retriever,\n            \"question\": RunnablePassthrough(),\n        }\n    | prompt\n    | llm\n    | StrOutputParser()\n)<\/code><\/pre>\n\n\n\n<p>\u5165\u529b\u30c7\u30fc\u30bf\u3092\u9806\u6b21\u51e6\u7406\u3057\u3066\u6700\u7d42\u7d50\u679c\u3092\u751f\u6210\u3059\u308b\u30c1\u30a7\u30fc\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>context<\/code>: <code>full_retriever<\/code> \u3092\u547c\u3073\u51fa\u3057\u3001\u30b0\u30e9\u30d5\u691c\u7d22\u3068\u30cf\u30a4\u30d6\u30ea\u30c3\u30c8\u691c\u7d22\u306e\u7d71\u5408\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>question<\/code>: \u8cea\u554f\u306f\u305d\u306e\u307e\u307e\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>prompt<\/code>:\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306b\u30c7\u30fc\u30bf\u3092\u57cb\u3081\u8fbc\u307f\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>llm<\/code>:\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u57fa\u3065\u304dLLM\u304c\u81ea\u7136\u8a00\u8a9e\u3067\u56de\u7b54\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>StrOutputParser()<\/code>:LLM\u306e\u51fa\u529b\u3092\u6587\u5b57\u5217\u5f62\u5f0f\u3067\u89e3\u6790\u3057\u3001\u6700\u7d42\u7684\u306a\u7d50\u679c\u3092\u8fd4\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">GraphRAG\u306b\u300eONE PIECE\u300f\u306b\u3064\u3044\u3066\u805e\u3044\u3066\u307f\u308b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"600\" height=\"300\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma7_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9983\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma7_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/kuma7_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">GraphRAG\u3092\u4f7f\u3063\u3066\u3001\u7528\u610f\u3057\u305f\u30c7\u30fc\u30bf\u306e\u300eONE PIECE\u300f\u306b\u3064\u3044\u3066\u8cea\u554f\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GraphRAG\u306b\u8cea\u554f\u3059\u308b(\uff11)<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">\u300c\u30eb\u30d5\u30a3\u306f\u8ab0\u3067\u3059\u304b\uff1f\u5f7c\u306e\u4ef2\u9593\u306f\u8ab0\u3067\u3059\u304b\uff1f\u300d\u3068\u8cea\u554f\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>chain.invoke(input=\"Who is Luffy? Who are his companions?\")<\/code><\/pre>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>Who is Luffy? Who are his companions?<br><br>\u30eb\u30d5\u30a3\u306f\u8ab0\u3067\u3059\u304b\uff1f\u5f7c\u306e\u4ef2\u9593\u306f\u8ab0\u3067\u3059\u304b\uff1f<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>&#8216;Luffy is the captain of the Straw Hat Pirates. His companions include Zoro, Nami, Usopp, Sanji, Brook, Jinbe, Chopper, and Robin.&#8217;<br><br>\u30eb\u30d5\u30a3\u306f\u9ea6\u308f\u3089\u306e\u4e00\u5473\u306e\u8239\u9577\u3067\u3059\u3002\u5f7c\u306e\u4ef2\u9593\u306b\u306f\u3001\u30be\u30ed\u3001\u30ca\u30df\u3001\u30a6\u30bd\u30c3\u30d7\u3001\u30b5\u30f3\u30b8\u3001\u30d6\u30eb\u30c3\u30af\u3001\u30b8\u30f3\u30d9\u30a8\u3001\u30c1\u30e7\u30c3\u30d1\u30fc\u3001\u305d\u3057\u3066\u30ed\u30d3\u30f3\u304c\u3044\u307e\u3059\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<p class=\"is-style-icon_good\">\u6b63\u3057\u3044\u56de\u7b54\u304c\u3067\u304d\u3066\u3044\u307e\u3059\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GraphRAG\u306b\u8cea\u554f\u3059\u308b(\uff12)<\/h3>\n\n\n\n<p><span class=\"swl-format-2\">\u300c\u30eb\u30d5\u30a3\u306e\u6575\u306f\u8ab0\u3067\u3059\u304b\uff1f \u300d\u3068\u8cea\u554f\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>chain.invoke(input=\"Who are Luffy's enemies?\")<\/code><\/pre>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>Who are Luffy&#8217;s enemies?<br><br>\u30eb\u30d5\u30a3\u306e\u6575\u306f\u8ab0\u3067\u3059\u304b\uff1f <\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>&#8220;Luffy&#8217;s enemies include Blackbeard(Teach), Kaido, Big Mom, and Smoker.&#8221;<br><br>\u30eb\u30d5\u30a3\u306e\u6575\u306b\u306f\u3001\u9ed2\u3072\u3052\uff08\u30c6\u30a3\u30fc\u30c1\uff09\u3001\u30ab\u30a4\u30c9\u30a6\u3001\u30d3\u30c3\u30b0\u30fb\u30de\u30e0\u3001\u305d\u3057\u3066\u30b9\u30e2\u30fc\u30ab\u30fc\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<p class=\"is-style-icon_good\">\u7528\u610f\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u9069\u5207\u306b\u62bd\u51fa\u3067\u304d\u3066\u3044\u307e\u3059\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GraphRAG\u306b\u8cea\u554f\u3059\u308b(\uff13)<\/h3>\n\n\n\n<p><span class=\"swl-format-2\"><span class=\"swl-format-2\">\u300c\u30eb\u30d5\u30a3\u306e\u5144\u5f1f\u306f\u8ab0\u3067\u3059\u304b\uff1f\u300d\u3068\u8cea\u554f\u3057\u3066\u307f\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>chain.invoke(input=\"Who are Luffy's brother?\")<\/code><\/pre>\n\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-right\" data-col=\"green\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>Who are Luffy&#8217;s brother?<br><br>\u30eb\u30d5\u30a3\u306e\u5144\u5f1f\u306f\u8ab0\u3067\u3059\u304b\uff1f<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n<div class=\"swell-block-balloon\"><div class=\"c-balloon -bln-left\" data-col=\"gray\"><div class=\"c-balloon__body -speaking -border-none\"><div class=\"c-balloon__text\">\n<p>&#8220;Luffy&#8217;s older brother is Ace.&#8221;<br><br>\u30eb\u30d5\u30a3\u306e\u5144\u306f\u30a8\u30fc\u30b9\u3067\u3059\u3002<\/p>\n<span class=\"c-balloon__shapes\"><span class=\"c-balloon__before\"><\/span><span class=\"c-balloon__after\"><\/span><\/span><\/div><\/div><\/div><\/div>\n\n\n<p class=\"is-style-icon_good\">\u6b63\u89e3\u3067\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"index_id8\">\u751f\u6210AI\u30fbLLM\u306e\u30b3\u30b9\u30c8\u3067\u304a\u56f0\u308a\u306a\u3089<\/h2>\n\n\n\n<p>GPU\u306e\u30b9\u30da\u30c3\u30af\u4e0d\u8db3\u3067\u751f\u6210AI\u306e\u958b\u767a\u304c\u601d\u3046\u3088\u3046\u306b\u9032\u307e\u306a\u3044\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n<p>\u305d\u3093\u306a\u3068\u304d\u306b\u306f\u3001<strong><span class=\"swl-format-2\">\u9ad8\u6027\u80fd\u306aGPU\u3092\u30ea\u30fc\u30ba\u30ca\u30d6\u30eb\u306a\u4fa1\u683c\u3067\u4f7f\u3048\u308bGPU\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u304c\u304a\u3059\u3059\u3081\u3067\u3059\uff01<\/span><\/strong><\/p>\n\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"4543\">\n<div class=\"swell-block-capbox cap_box\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>GPUSOROBAN<\/span><\/div><div class=\"cap_box_content\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"800\" height=\"283\" src=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1.jpg\" alt=\"GPUSOROBAN\" class=\"wp-image-4552\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1.jpg 800w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1-300x106.jpg 300w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/06\/gpusorobanpr_1-768x272.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>GPUSOROBAN\u306f\u3001<span class=\"swl-format-1\"><span class=\"swl-marker mark_yellow\">\u751f\u6210AI\u30fbLLM\u5411\u3051\u306e\u9ad8\u901fGPU\u3092\u696d\u754c\u6700\u5b89\u7d1a\u306e\u6599\u91d1\u3067\u4f7f\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/span><\/span><\/p>\n\n\n\n<p>\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u74b0\u5883\u3055\u3048\u3042\u308c\u3070\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306eGPU\u30b5\u30fc\u30d0\u30fc\u3092\u3059\u3050\u306b\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5927\u898f\u6a21\u306a\u8a2d\u5099\u6295\u8cc7\u306e\u5fc5\u8981\u304c\u306a\u304f\u3001\u7169\u96d1\u306a\u30b5\u30fc\u30d0\u30fc\u7ba1\u7406\u304b\u3089\u3082\u89e3\u653e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-columns\"><div class=\"swell-block-columns__inner\">\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button blue_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxa&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u516c\u5f0f\u30b5\u30a4\u30c8\u3092\u307f\u308b<\/span><\/a><\/div>\n<\/div>\n\n\n\n<div class=\"swell-block-column swl-has-mb--s\">\n<div class=\"swell-block-button red_ -size-l is-style-btn_normal\"><a href=\"https:\/\/soroban.highreso.jp\/download\/compute-catalog\/?utm_medium=edgehub&amp;utm_source=edgehub&amp;utm_campaign=highend_boxa&amp;adid=edgehub\" class=\"swell-block-button__link\"><span>\u8cc7\u6599\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9<\/span><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>GraphRAG\u306f\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5\u3092\u6d3b\u7528\u3057\u3066\u3001RAG\u306e\u691c\u7d22\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002 \u5f93\u6765\u306eRAG\u306e\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u52a0\u3048\u3066\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u691c\u7d22\u7cbe\u5ea6\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3066\u3044\u307e\u3059\u3002 \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":14664,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-13538","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machinelearning"],"_links":{"self":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/13538","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/comments?post=13538"}],"version-history":[{"count":3,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/13538\/revisions"}],"predecessor-version":[{"id":15850,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/13538\/revisions\/15850"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/14664"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=13538"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=13538"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=13538"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}