{"id":12398,"date":"2024-12-09T19:05:55","date_gmt":"2024-12-09T10:05:55","guid":{"rendered":"https:\/\/highreso.jp\/edgehub\/?p=12398"},"modified":"2024-12-18T19:48:35","modified_gmt":"2024-12-18T10:48:35","slug":"llamaindexvectorstore","status":"publish","type":"post","link":"https:\/\/highreso.jp\/edgehub\/machinelearning\/llamaindexvectorstore.html","title":{"rendered":"LlamaIndex\u306eVectorStore\uff08ChromaDB\u3001Faiss\u3001Qdrant\uff09"},"content":{"rendered":"\n<p><span class=\"swl-format-2\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001LlamaIndex\u3067\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u884c\u3046VectorStore\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>ChromaDB\u3001Faiss\u3001Qdrant\u3068\u3044\u3063\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306e\u9055\u3044\u3084\u4f7f\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\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>LlamaIndex\u306eVectorStore\u3068\u306f<\/li>\n\n\n\n<li>ChromaDB\u3001Faiss\u3001Qdrant\u306e\u9055\u3044\u304c\u5206\u304b\u308b<\/li>\n\n\n\n<li>\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u30ed\u30fc\u30ab\u30eb\u3067\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LlamaIndex\u306eVectorStore\u3068\u306f<\/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\/10\/19_anime_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-12397\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/19_anime_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/10\/19_anime_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">LlamaIndex\u306e\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306f\u3001RAG\u306b\u304a\u3044\u3066\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u6d3b\u7528\u3057\u305f\u52b9\u7387\u7684\u306a\u985e\u4f3c\u6027\u691c\u7d22\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u7d20\u65e9\u304f\u898b\u3064\u3051\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>LlamaIndex\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\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>ChromaDB<\/li>\n\n\n\n<li>Faiss<\/li>\n\n\n\n<li>Qdrant<\/li>\n<\/ul>\n<\/div><\/div>\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\">ChromaDB\u30fbFaiss\u30fbQdrant\u306e\u9055\u3044<\/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\/17_midashi_sf0923.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-11928\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/17_midashi_sf0923.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/17_midashi_sf0923-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Chroma<\/strong>DB<\/h3>\n\n\n\n<p>ChromaDB\u306f\u3001RAG \u5411\u3051\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u57cb\u3081\u8fbc\u307f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3042\u308a\u3001<span class=\"swl-format-2\">LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3092\u7c21\u7d20\u5316\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08<\/span>\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u97f3\u58f0\u95a2\u9023\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u4eba\u6c17\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">\u30e1\u30ea\u30c3\u30c8<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u67d4\u8edf\u6027\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u304c\u5f37\u307f\u3067\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3067\u306e\u30c7\u30d7\u30ed\u30a4\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u5f62\u5f0f\u3084\u30bf\u30a4\u30d7\u306b\u5bfe\u5fdc\u3067\u304d\u3001\u5e45\u5e83\u3044\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ed\u30fc\u30ab\u30eb\u3067\u306e\u904b\u7528\u304c\u53ef\u80fd\u3067\u3001\u30af\u30e9\u30a6\u30c9\u3084\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306e\u3069\u3061\u3089\u3067\u3082\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">\u30c7\u30e1\u30ea\u30c3\u30c8<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ed6\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u6bd4\u3079\u308b\u3068\u3001\u7279\u5b9a\u306e\u30b1\u30fc\u30b9\u3067\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5dee\u304c\u751f\u3058\u308b\u3053\u3068\u304c\u3042\u308b\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Faiss<\/strong><\/h3>\n\n\n\n<p>FaissDB\u306f\u3001<span class=\"swl-format-2\">\u985e\u4f3c\u5ea6\u691c\u7d22\u3084\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u7279\u5316\u3057\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u30e9\u30a4\u30d6\u30e9\u30ea<\/span>\u3067\u3059\u3002<\/p>\n\n\n\n<p>Facebook AI Research\u306b\u3088\u3063\u3066\u958b\u767a\u3055\u308c\u3001\u975e\u5e38\u306b\u9ad8\u901f\u306a\u691c\u7d22\u6027\u80fd\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">\u30e1\u30ea\u30c3\u30c8<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u9ad8\u901f\u306a\u691c\u7d22\u304c\u53ef\u80fd\u3067\u3001\u7279\u306b\u9ad8\u52b9\u7387\u306a\u985e\u4f3c\u5ea6\u691c\u7d22\u3084\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u304c\u5fc5\u8981\u306a\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7814\u7a76\u3084\u30d7\u30ed\u30c0\u30af\u30b7\u30e7\u30f3\u74b0\u5883\u3067\u4f7f\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u3055\u307e\u3056\u307e\u306a\u30d9\u30af\u30c8\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">\u30c7\u30e1\u30ea\u30c3\u30c8<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3084\u30c7\u30d7\u30ed\u30a4\u304c\u3084\u3084\u8907\u96d1\u3067\u3001\u4ed6\u306e\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3068\u6bd4\u3079\u3066\u5229\u7528\u306b\u306f\u6280\u8853\u7684\u306a\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u308b\u3002<\/li>\n\n\n\n<li>\u30ed\u30fc\u30ab\u30eb\u3067\u306e\u904b\u7528\u304c\u524d\u63d0\u3068\u306a\u3063\u3066\u304a\u308a\u3001\u30af\u30e9\u30a6\u30c9\u3067\u306e\u4f7f\u7528\u306b\u95a2\u3057\u3066\u306f\u4ed6\u306e\u9078\u629e\u80a2\u3068\u6bd4\u8f03\u3057\u3066\u5236\u7d04\u304c\u3042\u308b<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Qdrant<\/strong><\/h3>\n\n\n\n<p>Qdrant\u306f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001<span class=\"swl-format-2\">\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\uff08\u30d9\u30af\u30c8\u30eb\u3068\u30b9\u30d1\u30fc\u30b9\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u691c\u7d22\uff09\u3092\u30b5\u30dd\u30fc\u30c8<\/span>\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u985e\u4f3c\u691c\u7d22\u306b\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u30b5\u30fc\u30d0\u30fc\u30b5\u30a4\u30c9\u306e\u4e21\u65b9\u3067\u5229\u7528\u3067\u304d\u3001\u30ed\u30fc\u30ab\u30eb\u30af\u30e9\u30a6\u30c9\u3084\u3067\u306e\u5c55\u958b\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-onborder_ttl2\" data-colset=\"col2\"><div class=\"cap_box_ttl\"><span>\u30e1\u30ea\u30c3\u30c8\u30fb\u30c7\u30e1\u30ea\u30c3\u30c8<\/span><\/div><div class=\"cap_box_content\">\n<p><span class=\"swl-format-2\">\u30e1\u30ea\u30c3\u30c8<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u6a5f\u80fd\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u8907\u96d1\u306a\u691c\u7d22\u30af\u30a8\u30ea\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u304c\u9ad8\u304f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u3001\u30af\u30e9\u30a6\u30c9\u3084\u30ed\u30fc\u30ab\u30eb\u306e\u4e21\u65b9\u3067\u904b\u7528\u53ef\u80fd\u3067\u3059\u3002<\/li>\n\n\n\n<li>API\u3092\u901a\u3058\u3066\u7c21\u5358\u306b\u5229\u7528\u3067\u304d\u3001\u30e2\u30c0\u30f3\u306a\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4e00\u3064\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">\u30c7\u30e1\u30ea\u30c3\u30c8<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u304c\u6709\u52b9\u3067\u306a\u3044\u5834\u5408\u3084\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u306f\u4ed6\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u5bfe\u3057\u3066\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u52a3\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LlamaIndex VectorStore\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\/09\/3_midashi_sf0923.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-11914\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/3_midashi_sf0923.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/3_midashi_sf0923-300x150.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\u3066LlamaIndex\u306e\u74b0\u5883\u69cb\u7bc9\u3092\u3057\u307e\u3059<\/span><\/p>\n\n\n\n<p>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\u3001Dockerfile\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 llamaindex_vectorstore\ncd llamaindex_vectorstore\nnano Dockerfile<\/code><\/pre>\n\n\n\n<p>Dockerfile\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# LlamaIndex\u95a2\u9023\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\nRUN \/app\/.venv\/bin\/pip install ollama llama-index llama-index-core llama-index-llms-ollama llama-index-embeddings-huggingface llama-index-readers-web llama-index-readers-file chromadb llama-index-vector-stores-chroma llama-index-vector-stores-faiss faiss-gpu llama-index-vector-stores-qdrant qdrant_client\n\n# \u30b3\u30f3\u30c6\u30ca\u306e\u8d77\u52d5\u6642\u306bbash\u3092\u5b9f\u884c\nCMD &#091;\"\/bin\/bash\"]<\/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<p><span class=\"swl-format-2\">FROM nvidia\/cuda:12.1.0-cudnn8-devel-ubuntu22.04<\/span><\/p>\n\n\n\n<p>CUDA12.1\u306e\u30d9\u30fc\u30b9\u30a4\u30e1\u30fc\u30b8\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">RUN apt-get update &amp;&amp; apt-get install -y python3-pip python3-venv git nano curl<\/span><\/p>\n\n\n\n<p>\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-1\"><span class=\"swl-format-2\">RUN curl -fsSL https:\/\/ollama.com\/install.sh | sh<\/span><\/span><\/p>\n\n\n\n<p>Linux\u7248\u306eOllama\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002Python\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<p><span class=\"swl-format-2\">RUN \/app\/.venv\/bin\/pip install Jupyter jupyterlab<\/span><\/p>\n\n\n\n<p>JupyterLab\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">RUN \/app\/.venv\/bin\/pip install ollama llama-index llama-index-core llama-index-readers-file llama-index-llms-ollama llama-index-embeddings-huggingface llama-index-readers-web<\/span><\/p>\n\n\n\n<p>LlamaIndex\u3068Ollama\u95a2\u9023\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u3044\u307e\u3059\u3002<\/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<\/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  llamaindex_vectorstore:\n    build:\n      context: .\n      dockerfile: Dockerfile\n    image: llamaindex_vectorstore\n    runtime: nvidia\n    container_name: llamaindex_vectorstore\n    ports:\n      - \"8888:8888\"\n    volumes:\n      - .:\/app\/llamaindex_vectorstore\n    deploy:\n      resources:\n        reservations:\n          devices:\n            - driver: nvidia\n              count: 1\n              capabilities: &#091;gpu]\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'<\/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<p><span class=\"swl-format-2\">bash -c &#8216;\/usr\/local\/bin\/ollama serve &amp; \/app\/.venv\/bin\/jupyter lab &#8211;ip=&#8221;*&#8221; &#8211;port=8888 &#8211;NotebookApp.token=&#8221;&#8221; &#8211;NotebookApp.password=&#8221;&#8221; &#8211;no-browser &#8211;allow-root&#8217;<\/span><\/p>\n\n\n\n<p><code>bash -c '\/usr\/local\/bin\/ollama serve<\/code><\/p>\n\n\n\n<p>Ollama Server\u3092\u8d77\u52d5\u3057\u3066\u3044\u307e\u3059\u3002Python\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\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<\/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\">\u4e8b\u524d\u6e96\u5099<\/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\/catt3_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9953\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/catt3_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/catt3_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\u3067RAG\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\">LLM\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">\u65e5\u672c\u8a9eLLM\u30e2\u30c7\u30eb\u300cLlama-3-ELYZA-JP-8B-q4_k_m.gguf\u300d\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>!curl -L -o Llama-3-ELYZA-JP-8B-q4_k_m.gguf \"https:\/\/huggingface.co\/elyza\/Llama-3-ELYZA-JP-8B-GGUF\/resolve\/main\/Llama-3-ELYZA-JP-8B-q4_k_m.gguf?download=true\"<\/code><\/pre>\n\n\n\n<p>Llama-3-ELYZA-JP\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\/07\/elyza3-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\/elyza3toha.html\">GPT-4\u8d85\u3048\u306e\u65e5\u672c\u8a9eLLM\u300cLlama-3-ELYZA-JP\u300d\u306e\u6027\u80fd\u30fb\u4f7f\u3044\u65b9\uff01<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">Llama-3-ELYZA-JP\u306f\u3001\u6771\u5927\u30fb\u677e\u5c3e\u7814\u767a\u306e\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7ELYZA\u304c\u516c\u958b\u3057\u305f\u65e5\u672c\u8a9eLLM\u3067\u3059\u3002 Llama-3-ELYZA-JP-70B\u306f\u3001\u300cGPT-4\u300d\u3084\u300cClaude 3 Sonnet\u300d\u3092\u4e0a\u56de\u308b\u6027\u80fd\u304c\u3042\u308a\u307e\u3059&#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\n\n\n\n<p>LLM\u306e\u5b9f\u884c\u306b\u306fOllama\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">LLM\u306e\u30e2\u30c7\u30eb\u304cOllama\u4f7f\u3048\u308b\u3088\u3046\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u6307\u5b9a\u3057\u3066\u3001\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import ollama\nfrom llama_index.core import Settings\nfrom llama_index.llms.ollama import Ollama\n\nmodelfile='''\nFROM .\/Llama-3-ELYZA-JP-8B-q4_k_m.gguf\nTEMPLATE \"\"\"{{ if .System }}&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;\n\n{{ .System }}&lt;|eot_id|&gt;{{ end }}{{ if .Prompt }}&lt;|start_header_id|&gt;user&lt;|end_header_id|&gt;\n\n{{ .Prompt }}&lt;|eot_id|&gt;{{ end }}&lt;|start_header_id|&gt;assistant&lt;|end_header_id|&gt;\n\n{{ .Response }}&lt;|eot_id|&gt;\"\"\"\nPARAMETER stop \"&lt;|start_header_id|&gt;\"\nPARAMETER stop \"&lt;|end_header_id|&gt;\"\nPARAMETER stop \"&lt;|eot_id|&gt;\"\nPARAMETER stop \"&lt;|reserved_special_token\"\n'''\n\nollama.create(model='elyza8b', modelfile=modelfile)\nSettings.llm = Ollama(model=\"elyza8b\", request_timeout=360.0)<\/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<p><span class=\"swl-format-2\">FROM .\/Llama-3-ELYZA-JP-8B-q4_k_m.gguf<\/span><\/p>\n\n\n\n<p>\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u30e2\u30c7\u30eb\u306e\u30d1\u30b9\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">TEMPLATE &#8220;&#8221;&#8221;{{ if .System }}&lt;|start_header_id|&gt;system&lt;|end_header_id|&gt;&#8230;<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3067\u4f7f\u7528\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304c\u5165\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">ollama.create(model=&#8217;elyza8b&#8217;, modelfile=modelfile)<\/span><\/p>\n\n\n\n<p>\u30e2\u30c7\u30eb\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f7f\u3063\u3066Ollama\u7528\u306e\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<code>model<\/code>\u306b\u306fOllama\u3067\u547c\u3073\u51fa\u3059\u969b\u306b\u4f7f\u7528\u3059\u308b\u540d\u524d\u3092\u3064\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">Settings.llm = Ollama(model=&#8221;elyza8b&#8221;, request_timeout=360.0)<\/span><\/p>\n\n\n\n<p><code>Settings.llm<\/code> \u306f\u3001LlamaIndex\u306b\u304a\u3051\u308bLLM\u3092\u30b0\u30ed\u30fc\u30d0\u30eb\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002LlamaIndex\u3067LLM\u3092\u4f7f\u7528\u3059\u308b\u969b\u306b\u3001\u81ea\u52d5\u7684\u306b\u30b0\u30ed\u30fc\u30d0\u30eb\u306b\u8a2d\u5b9a\u3057\u305fLLM\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><code> Ollama(model=\"elyza8b\", request_timeout=360.0)<\/code><\/p>\n\n\n\n<p>Ollama\u306e\u30e2\u30c7\u30eb\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u30bf\u30a4\u30e0\u30a2\u30a6\u30c8\u6642\u9593\u3092360\u79d2\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">ollama.create\u306e\u30a8\u30e9\u30fc\u300cinvalid digest format\u300d\u306e\u89e3\u6d88\u65b9\u6cd5<\/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\/12\/eyecatch_ollama_create_error-300x157.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\/ollama-create-error.html\">ollama.create\u306e\u30a8\u30e9\u30fc\u300cResponseError: invalid digest format\u300d<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">\u5916\u90e8\u306eLLM\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u969b\u3001ollama.create\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u300cResponseError:invalid digest format\u300d\u3068\u3044\u3046\u30a8\u30e9\u30fc\u304c\u767a\u751f\u3059\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002 \u672c\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e\u30a8\u30e9&#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-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\" data-num=\"2\"><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\">\u65e5\u672c\u8a9e\u6027\u80fd\u304c\u9ad8\u304f\u3001\u7121\u6599\u3067\u4f7f\u3048\u308b\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u300cintfloat\/multilingual-e5-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 llama_index.embeddings.huggingface import HuggingFaceEmbedding\n\nSettings.embed_model = HuggingFaceEmbedding(model_name=\"intfloat\/multilingual-e5-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<p><span class=\"swl-format-2\">Settings.embed_model<\/span><\/p>\n\n\n\n<p>\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u30b0\u30ed\u30fc\u30d0\u30eb\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002LlamaIndex\u3067\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6642\u306b\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u304c\u81ea\u52d5\u7684\u306b\u4f7f\u7528\u3055\u308c\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\" data-num=\"3\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Wikipedia\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u3092\u62bd\u51fa<\/div><div class=\"swell-block-step__body\">\n<p><span class=\"swl-format-2\">Wikipedia\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3066\u3001\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>Wikipedia\u306e\u300e\u5bae\u90e8\u307f\u3086\u304d\u306e\u5c0f\u8aac\u300f\u306b\u95a2\u3059\u308b\u30da\u30fc\u30b8\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 llama_index.readers.web import SimpleWebPageReader\ndocuments = SimpleWebPageReader(html_to_text=True).load_data(\n    &#091;\"https:\/\/ja.wikipedia.org\/wiki\/%E7%81%AB%E8%BB%8A_(%E5%B0%8F%E8%AA%AC)\",\n    \"https:\/\/ja.wikipedia.org\/wiki\/%E7%90%86%E7%94%B1_(%E5%B0%8F%E8%AA%AC)\",\n    \"https:\/\/ja.wikipedia.org\/wiki\/%E5%90%8D%E3%82%82%E3%81%AA%E3%81%8D%E6%AF%92\",\n    \"https:\/\/ja.wikipedia.org\/wiki\/%E3%82%BD%E3%83%AD%E3%83%A2%E3%83%B3%E3%81%AE%E5%81%BD%E8%A8%BC\"]\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<p><span class=\"swl-format-1\"><span class=\"swl-format-2\">SimpleWebPageReader(html_to_text=True).load_data()<\/span><\/span><\/p>\n\n\n\n<p>\u6307\u5b9a\u3057\u305fWeb\u30da\u30fc\u30b8\u304b\u3089\u53d6\u5f97\u3057\u305fHTML\u30c7\u30fc\u30bf\u3092\u30c6\u30ad\u30b9\u30c8\u5f62\u5f0f\u3067\u8aad\u307f\u8fbc\u307f\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\" data-num=\"4\"><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><span class=\"swl-format-2\">\u8aad\u307f\u8fbc\u3093\u3060\u30c7\u30fc\u30bf\u3092\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3057\u3001\u5404\u30c1\u30e3\u30f3\u30af\u3092\u30ce\u30fc\u30c9\u3068\u3057\u3066\u51e6\u7406\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u30ce\u30fc\u30c9\u306f\u52b9\u7387\u7684\u306a\u691c\u7d22\u3084\u30af\u30a8\u30ea\u51e6\u7406\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3084\u95a2\u4fc2\u60c5\u5831\u3092\u542b\u3080\u5358\u4f4d\u3067\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from llama_index.core.node_parser import TokenTextSplitter\n\nsplitter = TokenTextSplitter(\n    chunk_size=1000,\n    chunk_overlap=100,\n    separator=\" \",\n)\nnodes = splitter.get_nodes_from_documents(documents)\nnodes&#091;10:13]<\/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<p><span class=\"swl-format-2\">splitter = TokenTextSplitter(&#8230;<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>chunk_size=1000<\/code>: 1\u3064\u306e\u30c1\u30e3\u30f3\u30af\u306b\u542b\u307e\u308c\u308b\u30c8\u30fc\u30af\u30f3\u306e\u6700\u5927\u6570\u30921000\u30c8\u30fc\u30af\u30f3\u306b\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u304c1000\u30c8\u30fc\u30af\u30f3\u305a\u3064\u5206\u5272\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>chunk_overlap=100<\/code>: \u96a3\u63a5\u3059\u308b\u30c1\u30e3\u30f3\u30af\u9593\u3067100\u30c8\u30fc\u30af\u30f3\u306e\u91cd\u8907\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6587\u8108\u306e\u9023\u7d9a\u6027\u3092\u4fdd\u3064\u3053\u3068\u304c\u3067\u304d\u3001\u30e2\u30c7\u30eb\u304c\u3088\u308a\u610f\u5473\u3092\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>separator=\" \"<\/code>: \u30c8\u30fc\u30af\u30f3\u3092\u5206\u5272\u3059\u308b\u969b\u306e\u533a\u5207\u308a\u6587\u5b57\u3068\u3057\u3066\u3001\u30b9\u30da\u30fc\u30b9\uff08<code>\" \"<\/code>\uff09\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4e00\u822c\u7684\u306b\u5358\u8a9e\u306e\u533a\u5207\u308a\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">nodes = splitter.get_nodes_from_documents(documents)<\/span><\/p>\n\n\n\n<p>\u6307\u5b9a\u3057\u305f<code>documents<\/code>\u3092\u30c8\u30fc\u30af\u30f3\u5358\u4f4d\u3067\u5206\u5272\u3057\u3001\u305d\u308c\u305e\u308c\u3092\u30ce\u30fc\u30c9\u306b\u5909\u63db\u3057\u307e\u3059\u3002\u30ce\u30fc\u30c9\u306f\u30c6\u30ad\u30b9\u30c8\u306e\u4e00\u90e8\u5206\u3092\u4fdd\u6301\u3057\u3001\u5f8c\u3067\u30e2\u30c7\u30eb\u306b\u5165\u529b\u3059\u308b\u305f\u3081\u306e\u30c1\u30e3\u30f3\u30af\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p class=\"is-style-balloon_box\">\u78ba\u8a8d\u306e\u305f\u3081\u3001\u5206\u5272\u3057\u305f\u30ce\u30fc\u30c9\u3092\uff13\u3064\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>&#091;TextNode(id_='20bcf4cd-92fc-42a8-9757-f5cbd6d4777c', embedding=None, metadata={}, excluded_embed_metadata_keys=&#091;], excluded_llm_metadata_keys=&#091;], relationships={&lt;NodeRelationship.SOURCE: '1'&gt;: RelatedNodeInfo(node_id='https:\/\/ja.wikipedia.org\/wiki\/%E7%81%AB%E8%BB%8A_(%E5%B0%8F%E8%AA%AC)', node_type=&lt;ObjectType.DOCUMENT: '4'&gt;, metadata={}, hash='956de29d6407704bc945d1ff9f843ad814ca357e032b0d19e2b86c40d6754fe9'), &lt;NodeRelationship.PREVIOUS: '2'&gt;: RelatedNodeInfo(node_id='2caab499-b5e6-4d7c-97fd-a758b7182667', node_type=&lt;ObjectType.TEXT: '1'&gt;, metadata={}, hash='b1e3b12cf2dec27dee38ac9f925d7110a4cd9213fb3584c076fd00010c3c533d'), &lt;NodeRelationship.NEXT: '3'&gt;: RelatedNodeInfo(node_id='46f36a51-8730-445d-9510-1ef7a5834351', node_type=&lt;ObjectType.TEXT: '1'&gt;, metadata={}, hash='0b109e7390b9935d93de686a7ca2c39197f64842a4b6d3cd4741e1a0002ed341')}, text='## \u3042\u3089\u3059\u3058\\n\\n&#091;&#091;\u7de8\u96c6](\/w\/index.php?title=%E7%81%AB%E8%BB%8A_\\\\(%E5%B0%8F%E8%AA%AC\\\\)&amp;action=edit&amp;section=2\\n\"\u7bc0\u3092\u7de8\u96c6: \u3042\u3089\u3059\u3058\")]\\n\\n\u5211\u4e8b\u30fb\u672c\u9593\u4fca\u4ecb\u306f\u3001\u72af\u4eba\u78ba\u4fdd\u6642\u306b\u8ca0\u3063\u305f\u50b7\u306e\u305f\u3081\u306b\u4f11\u8077\u3057\u3066\u3044\u305f\u3002\u305d\u3093\u306a\u5f7c\u306b\u3001\u4ea1\u304f\u306a\u3063\u305f\u59bb\u30fb\u5343\u9db4\u5b50\u306e\u89aa\u621a\u3067\u9280\u884c\u54e1\u306e\u6817\u5742\u548c\u4e5f\u304c\u610f\u5916\u306a\u4e8b\u3092\u983c\u307f\u8fbc\u3080\u3002\u8b0e\u306e\u5931\u8e2a\u3092\u9042\u3052\u305f\u548c\u4e5f\u306e\u5a5a\u7d04\u8005\u30fb\u95a2\u6839\u5f70\u5b50\u3092\u63a2\u3057\u51fa\u3057\u3066\u6b32\u3057\u3044\u3068\u3044\u3046\u3002\\n\\n\u548c\u4e5f\u306e\u8a71\u306b\u3088\u308c\u3070\u3001\u30af\u30ec\u30b8\u30c3\u30c8\u30ab\u30fc\u30c9\u3092\u6301\u3063\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u5f70\u5b50\u306b\u30ab\u30fc\u30c9\u4f5c\u6210\u3092\u85a6\u3081\u305f\u3068\u3053\u308d\u3001\u5be9\u67fb\u306e\u6bb5\u968e\u3067\u5f7c\u5973\u304c\u81ea\u5df1\u7834\u7523\u7d4c\u9a13\u8005\u3060\u3068\u3044\u3046\u3053\u3068\u304c\u5224\u660e\u3057\u305f\u3002\u4e8b\u306e\u771f\u507d\u3092\u554f\u3044\u8a70\u3081\u3089\u308c\u305f\u5f70\u5b50\u306f\u3001\u7fcc\u65e5\u306b\u306f\u8077\u5834\u304b\u3089\u3082\u4f4f\u307e\u3044\u304b\u3089\u3082\u59ff\u3092\u6d88\u3057\u3066\u3044\u305f\u3068\u306e\u4e8b\u3060\u3063\u305f\u3002\\n\\n\u4f11\u8077\u4e2d\u3067\u8b66\u5bdf\u624b\u5e33\u3082\u4f7f\u3048\u306a\u3044\u672c\u9593\u306f\u3001\u5f70\u5b50\u306e\u89aa\u621a\u3084\u96d1\u8a8c\u8a18\u8005\u3092\u88c5\u3063\u3066\u635c\u67fb\u3092\u958b\u59cb\u3059\u308b\u3002\u6700\u521d\u306b\u5f70\u5b50\u306e\u52e4\u3081\u5148\u3092\u8a2a\u306d\u3001\u793e\u9577\u304b\u3089\u5f70\u5b50\u306e\u5c65\u6b74\u66f8\u3092\u898b\u305b\u3089\u308c\u305f\u672c\u9593\u306f\u3001\u5199\u771f\u3092\u898b\u3066\u5f7c\u5973\u306e\u7f8e\u8c8c\u306b\u9a5a\u304f\u3002\u7f8e\u3057\u3044\u306a\u304c\u3089\u3001\u591c\u306e\u4ed5\u4e8b\u306b\u306f\u67d3\u307e\u3089\u306a\u3044\u6e05\u695a\u306a\u96f0\u56f2\u6c17\u304c\u6f02\u3063\u3066\u3044\u305f\u3002\u6b21\u306b\u3001\u5f70\u5b50\u306e\u81ea\u5df1\u7834\u7523\u624b\u7d9a\u304d\u306b\u95a2\u308f\u3063\u305f\u5f01\u8b77\u58eb\u3092\u8a2a\u306d\u305f\u3068\u3053\u308d\u3001\u300c\u95a2\u6839\u5f70\u5b50\u300d\u306f\u4f1a\u793e\u52e4\u3081\u306e\u508d\u3089\u6c34\u5546\u58f2\u306b\u624b\u3092\u51fa\u3057\u3066\u304a\u308a\u3001\u5bb9\u8c8c\u306e\u7279\u5fb4\u306f\u5927\u304d\u306a\u516b\u91cd\u6b6f\u3060\u3068\u3044\u3046\u3002\u52e4\u3081\u5148\u3067\u306e\u95a2\u6839\u5f70\u5b50\u3068\u81ea\u5df1\u7834\u7523\u3057\u305f\u95a2\u6839\u5f70\u5b50\u306f\u3001\u540d\u524d\u304c\u540c\u3058\u306a\u304c\u3089\u5bb9\u8c8c\u3082\u6027\u683c\u3082\u7d20\u884c\u3082\u4e00\u81f4\u3057\u306a\u3044\u306e\u3060\u3002\\n\\n\u672c\u9593\u306f\u548c\u4e5f\u306e\u5a5a\u7d04\u8005\u3060\u3063\u305f\u300c\u95a2\u6839\u5f70\u5b50\u300d\u306f\u3001\u672c\u7269\u306e\u95a2\u6839\u5f70\u5b50\u306b\u6210\u308a\u3059\u307e\u3057\u305f\u507d\u8005\u3067\u306f\u306a\u3044\u306e\u304b\u3068\u8a00\u3046\u7591\u5ff5\u304c\u308f\u304f\u3002\\n\\n\u8abf\u3079\u3092\u9032\u3081\u308b\u672c\u9593\u306f\u3001\u90fd\u4f1a\u3067\u306e1\u4eba\u66ae\u3089\u3057\u306e\u5922\u304b\u3089\u30ab\u30fc\u30c9\u7834\u7523\u306b\u9665\u308b\u5973\u6027\u3084\u3001\u7121\u7406\u306a\u30de\u30a4\u30db\u30fc\u30e0\u8cfc\u5165\u3067\u96e2\u6563\u306b\u9665\u3063\u305f\u4e00\u5bb6\u3001\u5b9f\u5bb6\u306e\u501f\u91d1\u304c\u539f\u56e0\u3067\u8ffd\u3044\u8a70\u3081\u3089\u308c\u3001\u5a5a\u5bb6\u3092\u53bb\u3089\u3056\u308b\u3092\u5f97\u306a\u304b\u3063\u305f\u5973\u6027\u306a\u3069\u3001\u501f\u91d1\u306b\u7ffb\u5f04\u3055\u308c\u308b\u4eba\u751f\u3092\u76ee\u306e\u5f53\u305f\u308a\u306b\u3059\u308b\u3002\\n\\n## \u767b\u5834\u4eba\u7269\\n\\n&#091;&#091;\u7de8\u96c6](\/w\/index.php?title=%E7%81%AB%E8%BB%8A_\\\\(%E5%B0%8F%E8%AA%AC\\\\)&amp;action=edit&amp;section=3\\n\"\u7bc0\u3092\u7de8\u96c6: \u767b\u5834\u4eba\u7269\")]\\n\\n\u672c\u9593 \u4fca\u4ecb\\n\\n    42\u6b73\u3002\u635c\u67fb\u4e00\u8ab2\u5211\u4e8b\u3002\u4f11\u8077\u4e2d\\n\u672c\u9593 \u667a\\n\\n    10\u6b73\u3002\u4fca\u4ecb\u306e\u606f\u5b50\\n\u672c\u9593 \u5343\u9db4\u5b50\\n\\n    \u4fca\u4ecb\u306e\u59bb\u3002\u6545\u4eba\\n\u4e95\u5742 \u6052\u7537\\n\\n    \u672c\u9593\u5bb6\u306e\u96a3\u4eba\\n\u30ab\u30c3\u3061\u3083\u3093', mimetype='text\/plain', start_char_idx=11862, end_char_idx=12802, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n'),\n TextNode(id_='46f36a51-8730-445d-9510-1ef7a5834351', embedding=None, metadata={}, excluded_embed_metadata_keys=&#091;], excluded_llm_metadata_keys=&#091;], relationships={&lt;NodeRelationship.SOURCE: '1'&gt;: RelatedNodeInfo(node_id='https:\/\/ja.wikipedia.org\/wiki\/%E7%81%AB%E8%BB%8A_(%E5%B0%8F%E8%AA%AC)', node_type=&lt;ObjectType.DOCUMENT: '4'&gt;, metadata={}, hash='956de29d6407704bc945d1ff9f843ad814ca357e032b0d19e2b86c40d6754fe9'), &lt;NodeRelationship.PREVIOUS: '2'&gt;: RelatedNodeInfo(node_id='20bcf4cd-92fc-42a8-9757-f5cbd6d4777c', node_type=&lt;ObjectType.TEXT: '1'&gt;, metadata={}, hash='a5977d98668d2593e22ab29fb494a46132835e241159732d9418462574bdd54f'), &lt;NodeRelationship.NEXT: '3'&gt;: RelatedNodeInfo(node_id='f96c3089-226f-4a13-a706-2a5e86b5a923', node_type=&lt;ObjectType.TEXT: '1'&gt;, metadata={}, hash='db5e608fed56cc45a77a1f7149021b786a8964035fcdcdf17e618e99300facd9')}, text='42\u6b73\u3002\u635c\u67fb\u4e00\u8ab2\u5211\u4e8b\u3002\u4f11\u8077\u4e2d\\n\u672c\u9593 \u667a\\n\\n    10\u6b73\u3002\u4fca\u4ecb\u306e\u606f\u5b50\\n\u672c\u9593 \u5343\u9db4\u5b50\\n\\n    \u4fca\u4ecb\u306e\u59bb\u3002\u6545\u4eba\\n\u4e95\u5742 \u6052\u7537\\n\\n    \u672c\u9593\u5bb6\u306e\u96a3\u4eba\\n\u30ab\u30c3\u3061\u3083\u3093\\n\\n    \u667a\u306e\u540c\u7d1a\u751f\\n\u6817\u5742 \u548c\u4e5f\\n\\n    29\u6b73\u3002\u5343\u9db4\u5b50\u306e\u3044\u3068\u3053\u306e\u606f\u5b50\u3002\u9280\u884c\u54e1\\n\u7887 \u8c9e\u592b\\n\\n    42\u6b73\u3002\u4fca\u4ecb\u306e\u540c\u50da\\n\u95a2\u6839 \u5f70\u5b50\\n\\n    \u672c\u7269\u306e\u95a2\u6839\u5f70\u5b50\u3002\u30b9\u30ca\u30c3\u30af\u306b\u52e4\u52d9\u3057\u305f\u3053\u3068\u304c\u3042\u308a\u3001\u81ea\u5df1\u7834\u7523\u3057\u305f\u7d4c\u6b74\u304c\u3042\u3063\u305f\u3002\\n\u65b0\u57ce \u55ac\u5b50\\n\\n    \u507d\u306e\u95a2\u6839\u5f70\u5b50\u3002\u5a5a\u7d04\u8005\u3092\u6b8b\u3057\u5931\u8e2a\u3057\u305f\u3002\u81ea\u8eab\u306f\u7236\u89aa\u304c\u907a\u3057\u305f\u501f\u91d1\u306b\u3088\u3063\u3066\u53d6\u308a\u7acb\u3066\u5c4b\u306b\u82e6\u3057\u3081\u3089\u308c\u3001\u58f2\u6625\u306e\u5f37\u8981\u3092\u3055\u308c\u305f\u3002\u60aa\u72b6\u6cc1\u304b\u3089\u8131\u5374\u3059\u308b\u305f\u3081\u81ea\u5206\u3068\u8fd1\u3044\u5883\u9047\u306e\u4eba\u9593\u306b\u6210\u308a\u3059\u307e\u305d\u3046\u3068\u3057\u3066\u3044\u305f\u3002\\n\u91ce\u6751 \u4e00\u6075\\n\\n    \u672c\u7269\u306e\u5f70\u5b50\u306e\u540c\u7d1a\u751f\\n\u672c\u591a \u4fdd\\n\\n    \u672c\u7269\u306e\u5f70\u5b50\u306e\u5e7c\u306a\u3058\u307f\\n\u672c\u591a \u90c1\u7f8e\\n\\n    \u4fdd\u306e\u59bb\\n\u95a2\u6839 \u6dd1\u5b50\\n\\n    \u5f70\u5b50\u306e\u6bcd\u3001\u6545\u4eba\u3002\u5b87\u90fd\u5bae\u5e02\u306b\u5728\u4f4f\u3057\u3066\u3044\u305f\u304c\u8ee2\u843d\u6b7b\u3057\u305f\u3002\\n\u6e9d\u53e3 \u609f\u90ce\\n\\n    \u95a2\u6839\u5f70\u5b50\u306e\u7834\u7523\u624b\u7d9a\u304d\u3092\u3057\u305f\u5f01\u8b77\u58eb\\n\u4eca\u4e95 \u56db\u90ce\\n\\n    \u4eca\u4e95\u4e8b\u52d9\u6a5f\u306e\u793e\u9577\\n\u307f\u3063\u3061\u3083\u3093\\n\\n    \u4eca\u4e95\u4e8b\u52d9\u6a5f\u306e\u4e8b\u52d9\u54e1\\n\u6fa4\u6728\\n\\n    \u6e9d\u53e3\u30fb\u9ad8\u7530\u5f01\u8b77\u58eb\u4e8b\u52d9\u6240\u306e\u4e8b\u52d9\u54e1\\n\u9752\u5e74\\n\\n    \u6e9d\u53e3\u30fb\u9ad8\u7530\u5f01\u8b77\u58eb\u4e8b\u52d9\u6240\u306e\u4e8b\u52d9\u54e1\\n\u4e95\u5742 \u4e45\u6075\\n\\n    43\u6b73\u3001\u6052\u7537\u306e\u59bb\u3001\u30c7\u30b6\u30a4\u30ca\u30fc\\n\u7247\u702c \u79c0\u6a39\\n\\n    \u4e0b\u7740\u901a\u8ca9\u4f1a\u793e\u30ed\u30fc\u30ba\u30e9\u30a4\u30f3\u7ba1\u7406\u8ab2\u8ab2\u9577\u88dc\u4f50\u3002\u65b0\u57ce\u55ac\u5b50\u3068\u4ea4\u969b\u3057\u3066\u3044\u305f\u304c\u3001\u65b0\u57ce\u55ac\u5b50\u306e\u4ed6\u4eba\u306b\u6210\u308a\u3059\u307e\u3059\u3068\u3044\u3046\u91ce\u671b\u306e\u305f\u3081\u4f53\u3088\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u305f\u3060\u3051\u3060\u3063\u305f\u3002\\n\u9808\u85e4 \u85ab\\n\\n    \u55ac\u5b50\u306e\u53cb\u4eba\\n\u6728\u6751 \u3053\u305a\u3048\\n\\n    22\u6b73\u3002\u30d5\u30ea\u30fc\u30bf\u30fc\\n\u5009\u7530 \u5eb7\u53f8\\n\\n    \u55ac\u5b50\u306e\u5225\u308c\u305f\u592b\\n\u5e02\u6728 \u304b\u304a\u308a\\n\\n    \u55ac\u5b50\u306e\u5143\u540c\u5c45\u4eba\\n\u96d1\u8a8c\u8a18\u8005\\n\\n    \u672c\u9593\u306e\u77e5\u4eba\\n\u5bae\u57ce \u5bcc\u7f8e\u6c5f\\n\\n    \u5f70\u5b50\u306e\u77e5\u4eba\\n\u7d3a\u91ce\\n\\n    \u55ab\u8336\u30d0\u30c3\u30ab\u30b9\u306e\u5e97\u4e3b\\n\u7d3a\u91ce \u660e\u7f8e\\n\\n    \u7d3a\u91ce\u306e\u5a18\\n\u7d3a\u91ce \u4fe1\u5b50\\n\\n    \u7d3a\u91ce\u306e\u59bb\u3002\u30b3\u30fc\u30dd\u5ddd\u53e3\u306e\u5927\u5bb6\\n\u5bae\u7530 \u304b\u306a\u3048\\n\\n    \u7f8e\u5bb9\u5ba4\u30ed\u30ec\u30a2\u30eb\u30b5\u30ed\u30f3\u306e\u5f93\u696d\u54e1\\n\u30de\u30de\\n\\n    \u30e9\u30a4\u30cf\u30de\u306e\u30de\u30de\\n\u83ca\u6c60\\n\\n    \u30e9\u30a4\u30cf\u30de\u306e\u30d0\u30fc\u30c6\u30f3\\n\u30de\u30ad', mimetype='text\/plain', start_char_idx=12724, end_char_idx=13566, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n'),\n TextNode(id_='f96c3089-226f-4a13-a706-2a5e86b5a923', embedding=None, metadata={}, excluded_embed_metadata_keys=&#091;], excluded_llm_metadata_keys=&#091;], relationships={&lt;NodeRelationship.SOURCE: '1'&gt;: RelatedNodeInfo(node_id='https:\/\/ja.wikipedia.org\/wiki\/%E7%81%AB%E8%BB%8A_(%E5%B0%8F%E8%AA%AC)', node_type=&lt;ObjectType.DOCUMENT: '4'&gt;, metadata={}, hash='956de29d6407704bc945d1ff9f843ad814ca357e032b0d19e2b86c40d6754fe9'), &lt;NodeRelationship.PREVIOUS: '2'&gt;: RelatedNodeInfo(node_id='46f36a51-8730-445d-9510-1ef7a5834351', node_type=&lt;ObjectType.TEXT: '1'&gt;, metadata={}, hash='0b109e7390b9935d93de686a7ca2c39197f64842a4b6d3cd4741e1a0002ed341'), &lt;NodeRelationship.NEXT: '3'&gt;: RelatedNodeInfo(node_id='3ec6b5c7-5d2a-4598-84ad-eadb436669fc', node_type=&lt;ObjectType.TEXT: '1'&gt;, metadata={}, hash='4508fa37c97fe2b086c790e51f4c45f23d99e5bee0de3f253c363501e0d92b17')}, text='\u7d3a\u91ce\u306e\u59bb\u3002\u30b3\u30fc\u30dd\u5ddd\u53e3\u306e\u5927\u5bb6\\n\u5bae\u7530 \u304b\u306a\u3048\\n\\n    \u7f8e\u5bb9\u5ba4\u30ed\u30ec\u30a2\u30eb\u30b5\u30ed\u30f3\u306e\u5f93\u696d\u54e1\\n\u30de\u30de\\n\\n    \u30e9\u30a4\u30cf\u30de\u306e\u30de\u30de\\n\u83ca\u6c60\\n\\n    \u30e9\u30a4\u30cf\u30de\u306e\u30d0\u30fc\u30c6\u30f3\\n\u30de\u30ad\\n\\n    \u30e9\u30a4\u30cf\u30de\u306e\u5e97\u54e1\\n\u5317\u6751 \u771f\u77e5\u5b50\\n\\n    \u7406\u5b66\u7642\u6cd5\u58eb\\n\u5883\\n\\n    \u5b87\u90fd\u5bae\u7f72\u306e\u5211\u4e8b\\n\u52a0\u85e4\\n\\n    \u5009\u7530\u4e0d\u52d5\u7523\u793e\u54e1\\n\\n## \u66f8\u8a8c\u60c5\u5831\\n\\n&#091;&#091;\u7de8\u96c6](\/w\/index.php?title=%E7%81%AB%E8%BB%8A_\\\\(%E5%B0%8F%E8%AA%AC\\\\)&amp;action=edit&amp;section=4\\n\"\u7bc0\u3092\u7de8\u96c6: \u66f8\u8a8c\u60c5\u5831\")]\\n\\n  * \u5358\u884c\u672c\uff1a1992\u5e747\u67081\u65e5\u767a\u58f2\u3001&#091;\u53cc\u8449\u793e](\/wiki\/%E5%8F%8C%E8%91%89%E7%A4%BE \"\u53cc\u8449\u793e\")\u3001&#091;ISBN 978-4-5752-3117-5](\/wiki\/%E7%89%B9%E5%88%A5:%E6%96%87%E7%8C%AE%E8%B3%87%E6%96%99\/9784575231175)\\n  * \u6587\u5eab\u672c\uff1a1998\u5e741\u670830\u65e5\u767a\u58f2\u3001&#091;\u65b0\u6f6e\u6587\u5eab](\/wiki\/%E6%96%B0%E6%BD%AE%E6%96%87%E5%BA%AB \"\u65b0\u6f6e\u6587\u5eab\")\u3001&#091;ISBN 978-4-1013-6918-1](\/wiki\/%E7%89%B9%E5%88%A5:%E6%96%87%E7%8C%AE%E8%B3%87%E6%96%99\/9784101369181)\\n  * Audible\u7248: 2019\u5e748\u670815\u65e5\u914d\u4fe1\u3001\u6717\u8aad:&#091;\u4e09\u6d66\u53cb\u548c](\/wiki\/%E4%B8%89%E6%B5%A6%E5%8F%8B%E5%92%8C \"\u4e09\u6d66\u53cb\u548c\") 15\u6642\u959335\u5206\\n\\n## \u30c6\u30ec\u30d3\u30c9\u30e9\u30de\\n\\n&#091;&#091;\u7de8\u96c6](\/w\/index.php?title=%E7%81%AB%E8%BB%8A_\\\\(%E5%B0%8F%E8%AA%AC\\\\)&amp;action=edit&amp;section=5\\n\"\u7bc0\u3092\u7de8\u96c6: \u30c6\u30ec\u30d3\u30c9\u30e9\u30de\")]\\n\\n### 1994\u5e74\u7248\\n\\n&#091;&#091;\u7de8\u96c6](\/w\/index.php?title=%E7%81%AB%E8%BB%8A_\\\\(%E5%B0%8F%E8%AA%AC\\\\)&amp;action=edit&amp;section=6\\n\"\u7bc0\u3092\u7de8\u96c6: 1994\u5e74\u7248\")]\\n\\n&#091;1994\u5e74](\/wiki\/1994%E5%B9%B4 \"1994\u5e74\")\uff08\u5e73\u62106\u5e74\uff09&#091;2\u67085\u65e5](\/wiki\/2%E6%9C%885%E6%97%A5\\n\"2\u67085\u65e5\")\u306b&#091;\u571f\u66dc\u30ef\u30a4\u30c9\u5287\u5834](\/wiki\/%E5%9C%9F%E6%9B%9C%E3%83%AF%E3%82%A4%E3%83%89%E5%8A%87%E5%A0%B4\\n\"\u571f\u66dc\u30ef\u30a4\u30c9\u5287\u5834\")\u67a0\u3067\u300e**\u706b\u8eca \u30ab\u30fc\u30c9\u7834\u7523\u306e\u5973!** \u300f\u3068\u3044\u3046\u30bf\u30a4\u30c8\u30eb\u3067\u30c9\u30e9\u30de\u5316\u3055\u308c\u305f\u3002\\n\\n\u6620\u753b\u3067\u3082\u9ad8\u3044\u5b9f\u7e3e\u3092\u6301\u3064\u30d9\u30c6\u30e9\u30f3\u6c60\u5e83\u4e00\u592b\u304c\u6f14\u51fa\u3057\u3001\u30af\u30e9\u30a4\u30de\u30c3\u30af\u30b9\u4e00\u5834\u9762\u3060\u3051\u306e\u305f\u3081\u306b\u5927\u304d\u306a\u55ab\u8336\u5e97\u30bb\u30c3\u30c8\u3092\u7d44\u3080\u306a\u3069\u306e\u7279\u5fb4\u304c\u3042\u308b\u3002\\n\\n####', mimetype='text\/plain', start_char_idx=13489, end_char_idx=14707, text_template='{metadata_str}\\n\\n{content}', metadata_template='{key}: {value}', metadata_seperator='\\n')]<\/code><\/pre>\n<\/div><\/div>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">LlamaIndex\u306eVectorStore\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\/koara18_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9858\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/koara18_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/koara18_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">LlamaIndex\u3067\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u30b7\u30f3\u30d7\u30eb\u306aVectorStore\u306e\u69cb\u7bc9\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>pip install llama-index llama-index-core<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">Docker\u30b3\u30f3\u30c6\u30ca\u306e\u69cb\u7bc9\u6642\u306b\u3059\u3067\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30b9\u30ad\u30c3\u30d7\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">VectorStoreIndex\u30af\u30e9\u30b9\u3092\u4f7f\u3063\u3066\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from llama_index.core import VectorStoreIndex\n\nindex = VectorStoreIndex(nodes, show_progress=True)<\/code><\/pre>\n\n\n\n<p><span class=\"swl-format-2\">\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3068\u306b\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>query_engine = index.as_query_engine(similarity_top_k=3)\nresponse = query_engine.query(\"\u706b\u8eca\u306e\u6982\u8981\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\")\nprint(response)<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>\u706b\u8eca\u306f\u3001\u5bae\u90e8\u307f\u3086\u304d\u306b\u3088\u308b\u30df\u30b9\u30c6\u30ea\u30fc\u5c0f\u8aac\u3067\u3042\u308a\u3001\u793e\u4f1a\u554f\u984c\u3068\u3057\u3066\u306e\u6d88\u8cbb\u8005\u91d1\u878d\u306e\u3042\u308a\u304b\u305f\u3092\u30c6\u30fc\u30de\u306b\u3001\u30b5\u30e9\u30ea\u30fc\u30de\u30f3\u91d1\u878d\u3084\u30ab\u30fc\u30c9\u7834\u7523\u306a\u3069\u306e\u501f\u8ca1\u3068\u591a\u91cd\u50b5\u52d9\u3092\u3081\u3050\u308b\u53d6\u308a\u7acb\u3066\u306b\u7ffb\u5f04\u3055\u308c\u308b\u5973\u306e\u751f\u304d\u69d8\u3092\u3001\u5f7c\u5973\u306e\u3053\u3068\u3092\u8ffd\u3044\u6c42\u3081\u308b\u5211\u4e8b\u306e\u8996\u70b9\u304b\u3089\u63cf\u304f\u3002<\/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<p><span class=\"swl-format-2\">query_engine = index.as_query_engine(similarity_top_k=3)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>as_query_engine<\/code>:\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3082\u3068\u306b\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>similarity_top_k=3<\/code>\uff1a\u985e\u4f3c\u5ea6\u306b\u57fa\u3065\u3044\u3066\u4e0a\u4f4d3\u3064\u306e\u95a2\u9023\u6027\u306e\u9ad8\u3044\u7d50\u679c\u3092\u53d6\u5f97\u3059\u308b\u3088\u3046\u306b\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306eID\u3092\u8a2d\u5b9a\u3057\u3001\u6307\u5b9a\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\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>index.set_index_id(\"miyabe_miyuki\")\nindex.storage_context.persist(\".\/storage\/simple_vs\")<\/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<p><span class=\"swl-format-2\">index.set_index_id(&#8220;miyabe_miyuki&#8221;)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>index<\/code>\u306b\u5bfe\u3057\u3066\u3001ID\u3068\u3057\u3066 <code>\"miyabe_miyuki\"<\/code> \u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u30a4\u30f3\u30c7\u30c3\u30af\u30b9ID\u306f\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4e00\u610f\u306b\u8b58\u5225\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3001\u5f8c\u3067\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30ed\u30fc\u30c9\u3057\u305f\u308a\u3001\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u305f\u308a\u3059\u308b\u969b\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">index.storage_context.persist(&#8220;.\/storage\/simple_vs&#8221;)<\/span><\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3084\u7ba1\u7406\u3092\u884c\u3046\u90e8\u5206(storage_context)\u3092\u6307\u5b9a\u3055\u308c\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\uff08<code>\".\/storage\/simple_vs\"<\/code>\uff09\u306b\u4fdd\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u30c7\u30fc\u30bf\u304c\u4fdd\u5b58\u3055\u308c\u3001\u6b21\u56de\u4ee5\u964d\u306e\u4f7f\u7528\u6642\u306b\u518d\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u540c\u3058\u30c7\u30fc\u30bf\u3092\u3059\u3050\u306b\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">\u4fdd\u5b58\u3055\u308c\u305f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30b9\u30c8\u30ec\u30fc\u30b8\u304b\u3089\u30ed\u30fc\u30c9\u3057\u3066\u518d\u5229\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from llama_index.core import StorageContext, load_index_from_storage\n\nstorage_context = StorageContext.from_defaults(persist_dir=\".\/storage\/simple_vs\")\n\nsimple_vc_index = load_index_from_storage(storage_context, index_id=\"miyabe_miyuki\")<\/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<p><span class=\"swl-format-2\">storage_context = StorageContext.from_defaults(persist_dir=&#8221;.\/storage\/simple_vs&#8221;)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u3053\u3053\u3067\u306f\u3001<code>\".\/storage\/simple_vs\"<\/code> \u3068\u3044\u3046\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u3042\u308b\u4fdd\u5b58\u6e08\u307f\u30c7\u30fc\u30bf\u3092\u6271\u3046\u305f\u3081\u306e <code>StorageContext<\/code> \u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">simple_vc_index = load_index_from_storage(storage_context, index_id=&#8221;miyabe_miyuki&#8221;)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>storage_context<\/code> \u3068 <code>index_id=\"miyabe_miyuki\"<\/code> \u3092\u4f7f\u3063\u3066\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u304b\u3089\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30ed\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>index_id=\"miyabe_miyuki\"<\/code> \u306f\u3001\u4fdd\u5b58\u3057\u305f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u8a2d\u5b9a\u3055\u308c\u305f\u4e00\u610f\u306eID\u3067\u3059\u3002\u3053\u306eID\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u7279\u5b9a\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30ed\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4ee5\u524d\u306b\u4fdd\u5b58\u3057\u305f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u518d\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u518d\u5ea6\u4f7f\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">ChromaDB\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\/came17_midashi.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-9578\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/came17_midashi.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/came17_midashi-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">ChromaDB\u3092\u4f7f\u7528\u3057\u3066\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u4fdd\u5b58\u304a\u3088\u3073\u518d\u5229\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>pip install chromadb llama-index-vector-stores-chroma<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">Docker\u30b3\u30f3\u30c6\u30ca\u306e\u69cb\u7bc9\u6642\u306b\u3059\u3067\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30b9\u30ad\u30c3\u30d7\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">ChromaDB\u3092\u4f7f\u7528\u3057\u3066\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>import chromadb\nfrom llama_index.core import VectorStoreIndex\nfrom llama_index.vector_stores.chroma import ChromaVectorStore\nfrom llama_index.core import StorageContext\n\nchroma_client = chromadb.EphemeralClient()\nchroma_collection = chroma_client.create_collection(\"miyabe_miyuki\")\n\nvector_store = ChromaVectorStore(chroma_collection=chroma_collection)\nstorage_context = StorageContext.from_defaults(vector_store=vector_store)\n\nchroma_index = VectorStoreIndex(nodes, storage_context=storage_context)<\/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<p><span class=\"swl-format-2\">chroma_client = chromadb.EphemeralClient()<\/span><\/p>\n\n\n\n<p>ChromaDB\u306e\u30a8\u30d5\u30a7\u30e1\u30e9\u30eb\uff08\u77ed\u671f\u9593\u306e\uff09\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30c7\u30fc\u30bf\u3092\u4e00\u6642\u7684\u306b\u4fdd\u5b58\u3057\u3001\u30b5\u30fc\u30d0\u30fc\u304c\u7d42\u4e86\u3059\u308b\u3068\u524a\u9664\u3055\u308c\u308b\u30e1\u30e2\u30ea\u5185\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">chroma_collection = chroma_client.create_collection(&#8220;miyabe_miyuki&#8221;)<\/span><\/p>\n\n\n\n<p><code>chroma_client<\/code>\u3092\u4f7f\u7528\u3057\u3066\u3001\u65b0\u3057\u3044\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\uff08\u30c7\u30fc\u30bf\u306e\u30b3\u30f3\u30c6\u30ca\uff09\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d\u3092<code>\"miyabe_miyuki\"<\/code>\u3068\u3057\u3066\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">vector_store = ChromaVectorStore(chroma_collection=chroma_collection)<\/span><\/p>\n\n\n\n<p><code>ChromaVectorStore<\/code>\u3092\u4f7f\u3063\u3066\u3001<code>ChromaDB<\/code>\u5185\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\uff08<code>chroma_collection<\/code>\uff09\u3092\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3068\u3057\u3066\u6271\u3046\u305f\u3081\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u5185\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">storage_context = StorageContext.from_defaults(vector_store=vector_store)<\/span><\/p>\n\n\n\n<p><code>StorageContext<\/code>\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3084\u7ba1\u7406\u3092\u884c\u3046\u305f\u3081\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u5148\u306b\u4f5c\u6210\u3057\u305f<code>vector_store<\/code>\uff08ChromaDB\u30d9\u30fc\u30b9\u306e\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\uff09\u3092<code>StorageContext<\/code>\u306b\u30bb\u30c3\u30c8\u3057\u3066\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">chroma_index = VectorStoreIndex(nodes, storage_context=storage_context)<\/span><\/p>\n\n\n\n<p><code>VectorStoreIndex<\/code>\u30af\u30e9\u30b9\u3092\u4f7f\u3063\u3066\u3001<code>nodes<\/code>\u3092\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u7528\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3068\u3057\u3066\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<code>storage_context<\/code>\u3092\u6307\u5b9a\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u3053\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306fChromaDB\u3092\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u3068\u3057\u3066\u4f7f\u3063\u3066\u691c\u7d22\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3068\u306b\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>query_engine = chroma_index.as_query_engine()\nresponse = query_engine.query(\"\u300e\u7406\u7531\u300f\u3067\u4e8b\u4ef6\u306e\u3042\u3063\u305f\u30de\u30f3\u30b7\u30e7\u30f3\u540d\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\u3002\")\nprint(response)<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>\u30f4\u30a1\u30f3\u30c0\u30fc\u30eb\u5343\u4f4f\u5317\u30cb\u30e5\u30fc\u30b7\u30c6\u30a3<\/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<p><span class=\"swl-format-2\">query_engine = chroma_index.as_query_engine()<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>as_query_engine<\/code>:\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3082\u3068\u306b\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306eID\u3092\u8a2d\u5b9a\u3057\u3001\u6307\u5b9a\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\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>db = chromadb.PersistentClient(path=\".\/storage\/chroma\")\nchroma_collection = db.get_or_create_collection(\"miyabe_miyuki\")\nvector_store = ChromaVectorStore(chroma_collection=chroma_collection)\nstorage_context = StorageContext.from_defaults(vector_store=vector_store)\nchroma_index = VectorStoreIndex(nodes, storage_context=storage_context, show_progress=True)<\/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<p><span class=\"swl-format-2\">db = chromadb.PersistentClient(path=&#8221;.\/storage\/chroma&#8221;)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>PersistentClient\u3092\u4f5c\u6210\u3057\u3001<code>path=\".\/storage\/chroma\"<\/code>\u3068\u3044\u3046\u6307\u5b9a\u3055\u308c\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u30c7\u30fc\u30bf\u3092\u6c38\u7d9a\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">chroma_collection = db.get_or_create_collection(&#8220;miyabe_miyuki&#8221;)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>get_or_create_collection\u30e1\u30bd\u30c3\u30c9\u306f\u3001&#8221;miyabe_miyuki&#8221;\u3068\u3044\u3046\u540d\u524d\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u53d6\u5f97\u3059\u308b\u304b\u3001\u5b58\u5728\u3057\u306a\u3044\u5834\u5408\u306f\u65b0\u3057\u304f\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">vector_store = ChromaVectorStore(chroma_collection=chroma_collection)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>ChromaVectorStore\u3092\u4f5c\u6210\u3057\u3001\u5148\u307b\u3069\u4f5c\u6210\u3057\u305f<code>chroma_collection<\/code>\u3092\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3068\u3057\u3066\u4f7f\u7528\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">storage_context = StorageContext.from_defaults(vector_store=vector_store)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>StorageContext\u3092\u4f5c\u6210\u3057\u3001<code>vector_store<\/code>\u3092\u305d\u306e\u4e00\u90e8\u3068\u3057\u3066\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">chroma_index = VectorStoreIndex(nodes, storage_context=storage_context, show_progress=True)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>VectorStoreIndex\u3092\u4f5c\u6210\u3057\u3001<code>nodes<\/code>\u3068<code>storage_context<\/code>\u3092\u3082\u3068\u306b\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>VectorStoreIndex\u306f\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u7528\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u3001\u6307\u5b9a\u3055\u308c\u305f<code>nodes<\/code>\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>show_progress=True<\/code>\u306f\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u4e2d\u306b\u9032\u884c\u72b6\u6cc1\u3092\u8868\u793a\u3059\u308b\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u69cb\u7bc9\u304c\u9032\u3093\u3067\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">\u4fdd\u5b58\u3055\u308c\u305f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30b9\u30c8\u30ec\u30fc\u30b8\u304b\u3089\u30ed\u30fc\u30c9\u3057\u3066\u518d\u5229\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>db = chromadb.PersistentClient(path=\".\/storage\/chroma\")\nchroma_collection = db.get_or_create_collection(\"miyabe_miyuki\")\nchroma_vector_store = ChromaVectorStore(chroma_collection=chroma_collection)\nchroma_index = VectorStoreIndex.from_vector_store(vector_store=chroma_vector_store)<\/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<p><span class=\"swl-format-2\">chroma_collection = db.get_or_create_collection(&#8220;miyabe_miyuki&#8221;)<\/span><\/p>\n\n\n\n<p><code>PersistentClient<\/code>\u3092\u4f7f\u3063\u3066\u3001\u4ee5\u524d\u4fdd\u5b58\u3057\u305fChromaDB\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u518d\u5229\u7528\u3059\u308b\u305f\u3081\u306e\u63a5\u7d9a\u3092\u884c\u3044\u307e\u3059\u3002<code>path<\/code>\u3067\u6307\u5b9a\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea (<code>.\/storage\/chroma<\/code>) \u306b\u4fdd\u5b58\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u8aad\u307f\u8fbc\u307f\u3001\u518d\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">chroma_vector_store = ChromaVectorStore(chroma_collection=chroma_collection)<\/span><\/p>\n\n\n\n<p>\u3059\u3067\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b <code>\"miyabe_miyuki\"<\/code> \u3068\u3044\u3046\u540d\u524d\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<code>get_or_create_collection<\/code>\u306f\u3001\u3082\u3057\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u5b58\u5728\u3057\u306a\u3044\u5834\u5408\u306b\u65b0\u305f\u306b\u4f5c\u6210\u3057\u307e\u3059\u304c\u3001\u3053\u3053\u3067\u306f\u65e2\u5b58\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u518d\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">chroma_index = VectorStoreIndex.from_vector_store(vector_store=chroma_vector_store)<\/span><\/p>\n\n\n\n<p>\u53d6\u5f97\u3057\u305f\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u5143\u306b<code>ChromaVectorStore<\/code>\u3092\u8aad\u307f\u8fbc\u307f\u3001\u4fdd\u5b58\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u518d\u5229\u7528\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u65b0\u898f\u306b\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u4fdd\u5b58\u6e08\u307f\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3092\u305d\u306e\u307e\u307e\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">chroma_index = VectorStoreIndex.from_vector_store(vector_store=chroma_vector_store)<\/span><\/p>\n\n\n\n<p><code>from_vector_store<\/code>\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u3063\u3066\u3001\u4fdd\u5b58\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2 (<code>chroma_vector_store<\/code>) \u3092\u5143\u306b<code>VectorStoreIndex<\/code>\u3092\u518d\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">FaissDB\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\/1_midashi_0921.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-11808\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/1_midashi_0921.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/09\/1_midashi_0921-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">FaissDB\u3092\u4f7f\u7528\u3057\u3066\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u4fdd\u5b58\u304a\u3088\u3073\u518d\u5229\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>pip install llama-index-vector-stores-faiss faiss-gpu<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">Docker\u30b3\u30f3\u30c6\u30ca\u306e\u69cb\u7bc9\u6642\u306b\u3059\u3067\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30b9\u30ad\u30c3\u30d7\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u4f7f\u7528\u3059\u308b\u6b21\u5143\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 faiss\n\nd = 1024\nfaiss_index = faiss.IndexFlatL2(d)<\/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<p><span class=\"swl-format-2\">d = 1024<\/span><\/p>\n\n\n\n<p>\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u4f7f\u7528\u3059\u308b\u6b21\u5143\u6570\uff08d\uff09\u3092\u8a2d\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u30011024\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u3092\u6271\u3046\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u4f7f\u7528\u3059\u308b\u6b21\u5143\u6570\u306f\u3001\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\uff08\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<a href=\"https:\/\/huggingface.co\/intfloat\/multilingual-e5-large\">intfloat\/multilingual-e5-large<\/a>\uff09\u306e\u6b21\u5143\u6570\u3068\u5408\u308f\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">faiss_index = faiss.IndexFlatL2(d)<\/span><\/p>\n\n\n\n<p>1024\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u306b\u5bfe\u3057\u3066\u3001L2\u8ddd\u96e2\u3092\u4f7f\u3063\u305f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u3001\u985e\u4f3c\u691c\u7d22\uff08\u4f8b\u3048\u3070\u3001\u4e0e\u3048\u3089\u308c\u305f\u30d9\u30af\u30c8\u30eb\u306b\u6700\u3082\u8fd1\u3044\u30d9\u30af\u30c8\u30eb\u3092\u898b\u3064\u3051\u308b\uff09\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">ChromaDB\u3092\u4f7f\u7528\u3057\u3066\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from llama_index.core import (VectorStoreIndex,StorageContext,)\nfrom llama_index.vector_stores.faiss import FaissVectorStore\n\nfaiss_vector_store = FaissVectorStore(faiss_index=faiss_index)\nstorage_context = StorageContext.from_defaults(vector_store=faiss_vector_store)\nfaiss_index = VectorStoreIndex(nodes, storage_context=storage_context, show_progress=True)<\/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<p><span class=\"swl-format-2\">faiss_vector_store = FaissVectorStore(faiss_index=faiss_index)<\/span><\/p>\n\n\n\n<p>\u4e8b\u524d\u306b\u4f5c\u6210\u3057\u305fFaiss\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff08<code>faiss_index<\/code>\uff09\u3092\u4f7f\u7528\u3057\u3066\u3001FaissVectorStore \u3092\u521d\u671f\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">storage_context = StorageContext.from_defaults(vector_store=faiss_vector_store)<\/span><\/p>\n\n\n\n<p>\u30c7\u30d5\u30a9\u30eb\u30c8\u8a2d\u5b9a\u3067\u30b9\u30c8\u30ec\u30fc\u30b8\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306f\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u30fb\u7ba1\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">faiss_index = VectorStoreIndex(nodes, storage_context=storage_context, show_progress=True)<\/span><\/p>\n\n\n\n<p><code>VectorStoreIndex<\/code> \u3092\u4f7f\u3063\u3066\u3001\u30d9\u30af\u30c8\u30eb\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3068\u306b\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>query_engine = faiss_index.as_query_engine()\nresponse = query_engine.query(\"\u6749\u6751\u4e09\u90ce\u306e\u6240\u5c5e\u3092\u6559\u3048\u3066\u4e0b\u3055\u3044\")\nprint(response)<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>\u6749\u6751\u4e09\u90ce\u306f\u4eca\u591a\u30b3\u30f3\u30c4\u30a7\u30eb\u30f3\u4f1a\u9577\u306e\u5a18\u5a7f\u3067\u3001\u540c\u30b3\u30f3\u30c4\u30a7\u30eb\u30f3\u30b0\u30eb\u30fc\u30d7\u5e83\u5831\u5ba4\u306b\u6240\u5c5e\u3057\u3066\u3044\u307e\u3059\u3002<\/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<p><span class=\"swl-format-2\">query_engine = faiss_index.as_query_engine()<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>as_query_engine<\/code>:\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3082\u3068\u306b\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306eID\u3092\u8a2d\u5b9a\u3057\u3001\u6307\u5b9a\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\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>faiss_index.storage_context.persist(persist_dir=\".\/storage\/faiss\")<\/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<p><span class=\"swl-format-2\">faiss_index.storage_context.persist(persist_dir=&#8221;.\/storage\/faiss&#8221;)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>persist()<\/code> \u306f\u3001<code>faiss_index<\/code> \u5185\u3067\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30b9\u30c8\u30ec\u30fc\u30b8\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u30c7\u30a3\u30b9\u30af\u306b\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e\u30e1\u30bd\u30c3\u30c9\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6b21\u56de\u306e\u4f7f\u7528\u6642\u306b\u540c\u3058\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8aad\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>faiss_index.storage_context<\/code> \u306f\u3001<code>faiss_index<\/code> \u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u95a2\u3059\u308b\u8a2d\u5b9a\u3084\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u4fdd\u6301\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">\u4fdd\u5b58\u3055\u308c\u305f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30b9\u30c8\u30ec\u30fc\u30b8\u304b\u3089\u30ed\u30fc\u30c9\u3057\u3066\u518d\u5229\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>vector_store = FaissVectorStore.from_persist_dir(\".\/storage\/faiss\")\nstorage_context = StorageContext.from_defaults(\n    vector_store=vector_store, persist_dir=\".\/storage\/faiss\"\n)\nfaiss_index = load_index_from_storage(storage_context=storage_context)<\/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<p><span class=\"swl-format-2\">vector_store = FaissVectorStore.from_persist_dir(&#8220;.\/storage\/faiss&#8221;)<\/span><\/p>\n\n\n\n<p>\u6307\u5b9a\u3057\u305f\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308bFaiss\u306e\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u30ed\u30fc\u30c9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">storage_context = StorageContext.from_defaults(vector_store=vector_store,persist_dir=&#8221;.\/storage\/faiss&#8221;)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>StorageContext.from_defaults()<\/code> \u306f\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u57fa\u306b\u3057\u3066\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30e1\u30bd\u30c3\u30c9\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>persist_dir=\".\/storage\/faiss\"<\/code> \u3067\u306f\u3001\u6c38\u7d9a\u5316\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3068\u3057\u3066 <code>.\/storage\/faiss<\/code> \u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4eca\u5f8c\u306e\u4fdd\u5b58\u3084\u8aad\u307f\u8fbc\u307f\u3067\u540c\u3058\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>vector_store=vector_store<\/code> \u3067\u306f\u3001\u4e0a\u3067\u8aad\u307f\u8fbc\u3093\u3060Faiss\u306e\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">faiss_index = load_index_from_storage(storage_context=storage_context)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>load_index_from_storage()<\/code> \u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u30d9\u30af\u30c8\u30eb\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30ed\u30fc\u30c9\u3059\u308b\u305f\u3081\u306e\u95a2\u6570\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>storage_context=storage_context<\/code> \u3067\u306f\u3001\u524d\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u4f5c\u6210\u3057\u305f <code>storage_context<\/code> \u3092\u6307\u5b9a\u3057\u3001\u305d\u306e\u4e2d\u306b\u542b\u307e\u308c\u308b\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3084\u95a2\u9023\u60c5\u5831\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3053\u308c\u306b\u3088\u308a\u3001\u4fdd\u5b58\u3055\u308c\u3066\u3044\u305fFaiss\u306e\u30d9\u30af\u30c8\u30eb\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u304c\u518d\u5ea6\u30ed\u30fc\u30c9\u3055\u308c\u3001\u4f7f\u7528\u53ef\u80fd\u306a\u72b6\u614b\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Qdrant VectorStore\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\/dog_midashi-2.jpg\" alt=\"\u898b\u51fa\u3057\u753b\u50cf\" class=\"wp-image-8983\" srcset=\"https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/dog_midashi-2.jpg 600w, https:\/\/highreso.jp\/edgehub\/wp-content\/uploads\/2024\/08\/dog_midashi-2-300x150.jpg 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-format-2\">Qdrant\u3092\u4f7f\u7528\u3057\u3066\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3092\u4fdd\u5b58\u304a\u3088\u3073\u518d\u5229\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<p>\u5fc5\u8981\u306a\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>pip install llama-index-vector-stores-qdrant qdrant_client<\/code><\/pre>\n\n\n\n<p class=\"is-style-icon_info\">Docker\u30b3\u30f3\u30c6\u30ca\u306e\u69cb\u7bc9\u6642\u306b\u3059\u3067\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30b9\u30ad\u30c3\u30d7\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">Qdrant\u3092\u4f7f\u7528\u3057\u3066\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>from llama_index.core import VectorStoreIndex, StorageContext\nfrom llama_index.vector_stores.qdrant import QdrantVectorStore\nfrom qdrant_client import QdrantClient\n\nclient = QdrantClient(path=\".\/storage\/qdrant\")\nqdrant_vector_store = QdrantVectorStore(\n    client=client, \n    collection_name=\"miyabe_miyuki\", \n    enable_hybrid=False,\n)\nstorage_context = StorageContext.from_defaults(vector_store=qdrant_vector_store)\nqdrant_index = VectorStoreIndex(nodes, storage_context=storage_context)<\/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<p><span class=\"swl-format-2\">client = QdrantClient(path=&#8221;.\/storage\/qdrant&#8221;)<\/span><\/p>\n\n\n\n<p><code>QdrantClient<\/code> \u3092\u521d\u671f\u5316\u3057\u3066\u3001<code>.\/storage\/qdrant<\/code> \u30d1\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u305fQdrant\u306e\u30c7\u30fc\u30bf\u306b\u63a5\u7d9a\u3057\u307e\u3059\u3002\u3053\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u901a\u3057\u3066\u3001Qdrant\u306e\u64cd\u4f5c\u304c\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">qdrant_vector_store = QdrantVectorStore()<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>QdrantVectorStore<\/code> \u306f\u3001<code>QdrantClient<\/code> \u3092\u4f7f\u7528\u3057\u3066 Qdrant \u5185\u306b\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\uff08\u30c7\u30fc\u30bf\u306e\u96c6\u5408\u4f53\uff09\u3092\u7ba1\u7406\u3059\u308b\u30af\u30e9\u30b9\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>client=client<\/code> \u3067\u306f\u3001\u5148\u307b\u3069\u521d\u671f\u5316\u3057\u305f <code>QdrantClient<\/code> \u3092\u4f7f\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>collection_name=\"miyabe_miyuki\"<\/code> \u3067\u306f\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u884c\u3046\u969b\u306e\u30c7\u30fc\u30bf\u306e\u5206\u985e\u3084\u7ba1\u7406\u306b\u4f7f\u308f\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>enable_hybrid=False<\/code> \u306f\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\uff08\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u691c\u7d22\uff09\u3092\u7121\u52b9\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u3001<code>True<\/code> \u306b\u3059\u308b\u3053\u3068\u3067\u6709\u52b9\u5316\u3082\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">storage_context = StorageContext.from_defaults(vector_store=qdrant_vector_store)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>StorageContext<\/code> \u306f\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3084\u4ed6\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u7ba1\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>from_defaults(vector_store=qdrant_vector_store)<\/code> \u3067\u3001\u5148\u307b\u3069\u4f5c\u6210\u3057\u305f <code>qdrant_vector_store<\/code> \u3092\u4f7f\u3063\u3066 <code>StorageContext<\/code> \u3092\u521d\u671f\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u3053\u308c\u306b\u3088\u308a\u3001<code>QdrantVectorStore<\/code> \u304c\u3053\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306e\u4e00\u90e8\u3068\u306a\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6c38\u7d9a\u5316\u3084\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p><span class=\"swl-format-2\">qdrant_index = VectorStoreIndex(nodes, storage_context=storage_context)<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>VectorStoreIndex<\/code> \u306f\u3001\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306b\u57fa\u3065\u304f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><code>nodes<\/code> \u306f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u8ffd\u52a0\u3059\u308b\u30c7\u30fc\u30bf\u3067\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u8a18\u4e8b\u306a\u3069\u306e\u60c5\u5831\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3082\u306e\u3067\u3059\u3002<\/li>\n\n\n\n<li><code>storage_context=storage_context<\/code> \u3067\u306f\u3001\u5148\u307b\u3069\u4f5c\u6210\u3057\u305f <code>StorageContext<\/code> \u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u304cQdrant\u306b\u4fdd\u5b58\u3055\u308c\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3084\u985e\u4f3c\u5ea6\u691c\u7d22\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3082\u3068\u306b\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>query_engine = qdrant_index.as_query_engine()\nresponse = query_engine.query(\"\u300e\u30bd\u30ed\u30e2\u30f3\u306e\u507d\u8a3c\u300f\u306f\u4f55\u90e8\u4f5c\u3067\u3059\u304b\uff1f\")\nprint(response)<\/code><\/pre>\n\n\n\n<pre class=\"wp-block-code has-swl-gray-background-color has-background\"><code>\u300e\u30bd\u30ed\u30e2\u30f3\u306e\u507d\u8a3c\u300f\u306f3\u90e8\u4f5c\u3067\u3059\u3002<\/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<p><span class=\"swl-format-2\">query_engine = qdrant_index.as_query_engine()<\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>as_query_engine<\/code>:\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3082\u3068\u306b\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p><span class=\"swl-format-2\">\u4fdd\u5b58\u3055\u308c\u305f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30b9\u30c8\u30ec\u30fc\u30b8\u304b\u3089\u30ed\u30fc\u30c9\u3057\u3066\u518d\u5229\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n\n\n\n<pre class=\"wp-block-code has-black-background-color has-background\"><code>client = QdrantClient(path=\".\/storage\/qdrant\")\nqdrant_vector_store = QdrantVectorStore(client=client, collection_name=\"miyabe_miyuki\")\nqdrant_index = VectorStoreIndex.from_vector_store(vector_store=qdrant_vector_store)<\/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<p><span class=\"swl-format-2\">client = QdrantClient(path=&#8221;.\/storage\/qdrant&#8221;)<\/span><\/p>\n\n\n\n<p>\u30ed\u30fc\u30ab\u30eb\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308bQdrant\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u8aad\u307f\u8fbc\u3093\u3067\u3044\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u518d\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">qdrant_vector_store = QdrantVectorStore(client=client, collection_name=&#8221;miyabe_miyuki&#8221;)<\/span><\/p>\n\n\n\n<p>Qdrant\u5185\u306e\u65e2\u5b58\u306e<code>miyabe_miyuki<\/code>\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3053\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306b\u65e2\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3092\u518d\u5229\u7528\u3059\u308b\u5f62\u3067\u3001\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-format-2\">qdrant_index = VectorStoreIndex.from_vector_store(vector_store=qdrant_vector_store)<\/span><code>qdrant_vector_store<\/code> \u306e\u65e2\u5b58\u30c7\u30fc\u30bf\u3092\u57fa\u306b\u3057\u3066\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div><\/div>\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>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001LlamaIndex\u3067\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u884c\u3046VectorStore\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002 ChromaDB\u3001Faiss\u3001Qdrant\u3068\u3044\u3063\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u306e\u9055\u3044\u3084\u4f7f\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":12511,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[20],"tags":[],"class_list":["post-12398","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\/12398","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=12398"}],"version-history":[{"count":3,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/12398\/revisions"}],"predecessor-version":[{"id":14269,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/posts\/12398\/revisions\/14269"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media\/12511"}],"wp:attachment":[{"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/media?parent=12398"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/categories?post=12398"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/highreso.jp\/edgehub\/wp-json\/wp\/v2\/tags?post=12398"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}