{"id":5104,"date":"2026-07-18T00:03:13","date_gmt":"2026-07-17T15:03:13","guid":{"rendered":"https:\/\/blog.id774.net\/entry\/?p=5104"},"modified":"2026-07-17T09:10:11","modified_gmt":"2026-07-17T00:10:11","slug":"macbook-pro-%e3%81%ab%e3%83%ad%e3%83%bc%e3%82%ab%e3%83%ab-rag-%e3%82%92%e6%a7%8b%e7%af%89%e3%81%99%e3%82%8b","status":"publish","type":"post","link":"https:\/\/blog.id774.net\/entry\/2026\/07\/18\/5104\/","title":{"rendered":"MacBook Pro \u306b\u30ed\u30fc\u30ab\u30eb RAG \u3092\u69cb\u7bc9\u3059\u308b"},"content":{"rendered":"

\u524d\u7a3f\u3067\u306f\u3001MacBook Pro \u3067\u30ed\u30fc\u30ab\u30eb LLM \u3092\u5b9f\u7528\u5316\u3059\u308b\u306b\u306f\u3001\u30e2\u30c7\u30eb\u304c\u8d77\u52d5\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u7528\u9014\u306b\u5bfe\u3057\u3066\u5341\u5206\u306a\u5fdc\u7b54\u901f\u5ea6\u3001\u8a18\u61b6\u5bb9\u91cf\u3001\u30e2\u30c7\u30eb\u898f\u6a21\u3001\u904b\u7528\u65b9\u6cd5\u304c\u6210\u7acb\u3057\u3066\u3044\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3053\u3068\u3092\u6574\u7406\u3057\u305f[1]<\/a>\u3002\u30ed\u30fc\u30ab\u30eb RAG \u306e\u69cb\u7bc9\u3067\u306f\u3001\u3053\u306e\u6761\u4ef6\u306b\u6587\u66f8\u51e6\u7406\u3068\u691c\u7d22\u306e\u7d4c\u8def\u304c\u52a0\u308f\u308b\u3002Ollama\u3001Open WebUI\u3001Qdrant \u3092\u8d77\u52d5\u3057\u3001\u753b\u9762\u4e0a\u3067\u30e2\u30c7\u30eb\u3068\u5bfe\u8a71\u3067\u304d\u3066\u3082\u3001\u767b\u9332\u6587\u66f8\u3092\u6839\u62e0\u3068\u3059\u308b\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u5b8c\u6210\u3057\u305f\u3068\u306f\u3044\u3048\u306a\u3044\u3002<\/p>\n

RAG \u306e\u51e6\u7406\u306f\u3001\u6587\u66f8\u304b\u3089\u6587\u5b57\u3092\u53d6\u308a\u51fa\u3057\u3001\u691c\u7d22\u53ef\u80fd\u306a\u5358\u4f4d\u3078\u5206\u5272\u3057\u3001\u5404\u65ad\u7247\u3092\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u6570\u5024\u30d9\u30af\u30c8\u30eb\u3078\u5909\u63db\u3057\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u4fdd\u5b58\u3059\u308b\u767b\u9332\u7d4c\u8def\u304b\u3089\u59cb\u307e\u308b\u3002\u8cea\u554f\u6642\u306b\u306f\u3001\u8cea\u554f\u6587\u304b\u3089\u540c\u3058\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3057\u3001\u610f\u5473\u306e\u8fd1\u3044\u6587\u66f8\u65ad\u7247\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u65ad\u7247\u3092\u8cea\u554f\u3068\u3068\u3082\u306b\u751f\u6210\u7528 LLM \u3078\u6e21\u3059\u3002\u767b\u9332\u7d4c\u8def\u3068\u691c\u7d22\u7d4c\u8def\u304c\u540c\u3058\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3067\u63a5\u7d9a\u3055\u308c\u3001\u53d6\u5f97\u3055\u308c\u305f\u65ad\u7247\u304c\u751f\u6210\u5165\u529b\u3078\u7d44\u307f\u8fbc\u307e\u308c\u3066\u521d\u3081\u3066\u3001\u5916\u90e8\u6587\u66f8\u3092\u53c2\u7167\u3059\u308b\u56de\u7b54\u304c\u6210\u7acb\u3059\u308b\u3002<\/p>\n

\u30ed\u30fc\u30ab\u30eb RAG \u306e\u5b9f\u7528\u6027\u306f\u3001\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u3066\u63a8\u8ad6\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u306f\u6210\u7acb\u3057\u306a\u3044\u3002\u30c7\u30fc\u30bf\u3001\u6a29\u9650\u3001\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3001\u8a55\u4fa1\u5de5\u7a0b\u3078\u63a5\u7d9a\u3059\u308b\u5b9f\u88c5\u306b\u3088\u3063\u3066\u3001\u5358\u767a\u306e\u5bfe\u8a71\u6a5f\u80fd\u304b\u3089\u7d99\u7d9a\u7684\u306a\u51e6\u7406\u57fa\u76e4\u3078\u5909\u308f\u308b[2]<\/a>\u3002RAG \u306f\u3001\u751f\u6210\u30e2\u30c7\u30eb\u304c\u5b66\u7fd2\u6642\u306b\u5185\u90e8\u5316\u3057\u305f\u77e5\u8b58\u3068\u3001\u904b\u7528\u8005\u304c\u5916\u90e8\u3067\u7ba1\u7406\u3059\u308b\u691c\u7d22\u53ef\u80fd\u306a\u77e5\u8b58\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u69cb\u6210\u3067\u3042\u308b[3]<\/a>\u3002\u3053\u306e\u69cb\u6210\u3067\u306f\u3001\u6d41\u66a2\u306a\u56de\u7b54\u304c\u8fd4\u308b\u3053\u3068\u3088\u308a\u3082\u3001\u9069\u5207\u306a\u6587\u66f8\u65ad\u7247\u304c\u53d6\u5f97\u3055\u308c\u3001\u305d\u306e\u65ad\u7247\u304b\u3089\u9038\u8131\u305b\u305a\u306b\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u305f\u304b\u3092\u5206\u3051\u3066\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b[4]<\/a>\u3002<\/p>\n

\u672c\u7a3f\u3067\u306f\u3001Apple Silicon \u642d\u8f09 MacBook Pro \u4e0a\u3067 Ollama \u3092\u76f4\u63a5\u5b9f\u884c\u3057\u3001Open WebUI \u3068 Qdrant \u3092 Docker Compose \u3067\u7ba1\u7406\u3059\u308b\u3002\u751f\u6210\u7528\u30e2\u30c7\u30eb\u306b\u306f qwen3.5:9b-q4_K_M\u3001\u57cb\u3081\u8fbc\u307f\u7528\u30e2\u30c7\u30eb\u306b\u306f embeddinggemma \u3092\u4f7f\u7528\u3059\u308b\u3002Ollama \u3092 macOS \u5074\u3078\u7f6e\u304d\u3001\u753b\u9762\u3068\u30d9\u30af\u30c8\u30eb\u4fdd\u5b58\u5c64\u3092\u30b3\u30f3\u30c6\u30ca\u30fc\u3078\u5206\u96e2\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u63a8\u8ad6\u3068\u30b5\u30fc\u30d3\u30b9\u7ba1\u7406\u3092\u5225\u3005\u306b\u66f4\u65b0\u3067\u304d\u308b\u69cb\u6210\u3068\u3059\u308b\u3002<\/p>\n

\u69cb\u7bc9\u5f8c\u306b\u306f\u3001\u4e00\u822c\u7684\u306a\u5b66\u7fd2\u30c7\u30fc\u30bf\u304b\u3089\u63a8\u6e2c\u3067\u304d\u306a\u3044\u67b6\u7a7a\u306e\u56fa\u6709\u60c5\u5831\u3092\u6587\u66f8\u3078\u767b\u9332\u3059\u308b\u3002Knowledge \u3092\u63a5\u7d9a\u3057\u306a\u3044\u901a\u5e38\u5bfe\u8a71\u3068\u3001\u767b\u9332\u6587\u66f8\u3092\u63a5\u7d9a\u3057\u305f\u5bfe\u8a71\u3092\u540c\u3058\u8cea\u554f\u3067\u6bd4\u8f03\u3057\u3001\u5f8c\u8005\u3060\u3051\u304c\u6587\u66f8\u5185\u306e\u5024\u3092\u56de\u7b54\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\u3053\u306e\u5bfe\u7167\u8a66\u9a13\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u304c\u4e8b\u524d\u77e5\u8b58\u3084\u63a8\u6e2c\u304b\u3089\u56de\u7b54\u3057\u305f\u5834\u5408\u3068\u3001\u691c\u7d22\u3055\u308c\u305f\u6587\u66f8\u65ad\u7247\u3092\u6839\u62e0\u306b\u56de\u7b54\u3057\u305f\u5834\u5408\u3092\u533a\u5225\u3059\u308b\u3002<\/p>\n

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<\/div><\/td>
MacBook Pro
\n\u2502
\n\u251c\u2500 macOS
\n\u2502    \u2514\u2500 Ollama
\n\u2502         \u251c\u2500 qwen3.5:9b-q4_K_M
\n\u2502         \u2514\u2500 embeddinggemma
\n\u2502
\n\u2514\u2500 Docker Desktop
\n     \u2514\u2500 Docker Compose
\n          \u251c\u2500 Open WebUI 0.10.2
\n          \u2514\u2500 Qdrant 1.18.2<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n
\n

1. \u30ed\u30fc\u30ab\u30eb RAG \u306e\u5b8c\u6210\u6761\u4ef6\u3092\u56fa\u5b9a\u3059\u308b<\/h2>\n

1.1 \u8d77\u52d5\u6210\u529f\u3068 RAG \u6210\u529f\u306f\u7570\u306a\u308b<\/h3>\n

Open WebUI \u306e\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u3001Ollama \u306e\u751f\u6210\u7528\u30e2\u30c7\u30eb\u3068\u5bfe\u8a71\u3067\u304d\u3066\u3082\u3001\u6587\u66f8\u691c\u7d22\u304c\u52d5\u4f5c\u3057\u3066\u3044\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u3002\u901a\u5e38\u5bfe\u8a71\u306f\u3001Open WebUI \u304b\u3089 Ollama \u3078\u8cea\u554f\u3092\u9001\u308a\u3001\u751f\u6210\u7d50\u679c\u3092\u53d7\u3051\u53d6\u308b\u3060\u3051\u3067\u6210\u7acb\u3059\u308b\u3002\u3053\u306e\u7d4c\u8def\u3067\u306f\u3001Qdrant \u3078\u306e\u63a5\u7d9a\u3001\u6587\u66f8\u306e\u57cb\u3081\u8fbc\u307f\u751f\u6210\u3001\u985e\u4f3c\u691c\u7d22\u306e\u3044\u305a\u308c\u3082\u4f7f\u308f\u308c\u306a\u3044\u305f\u3081\u3001RAG \u5074\u306b\u969c\u5bb3\u304c\u3042\u3063\u3066\u3082\u81ea\u7136\u306a\u56de\u7b54\u304c\u8fd4\u308b\u5834\u5408\u304c\u3042\u308b\u3002<\/p>\n

\u6587\u66f8\u767b\u9332\u306e\u753b\u9762\u8868\u793a\u3082\u3001\u51e6\u7406\u5b8c\u4e86\u306e\u5341\u5206\u6761\u4ef6\u306b\u306f\u306a\u3089\u306a\u3044\u3002Open WebUI \u306b\u30d5\u30a1\u30a4\u30eb\u540d\u3084 Knowledge \u304c\u8868\u793a\u3055\u308c\u3066\u3044\u3066\u3082\u3001\u6587\u66f8\u5f62\u5f0f\u306b\u5bfe\u5fdc\u3059\u308b\u62bd\u51fa\u51e6\u7406\u304c\u5931\u6557\u3057\u3001\u672c\u6587\u304c\u7a7a\u306b\u306a\u3063\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u672c\u6587\u3092\u53d6\u5f97\u3067\u304d\u3066\u3082\u3001\u5206\u5272\u7d50\u679c\u304c\u6975\u7aef\u306b\u77ed\u3044\u3001\u8868\u306e\u884c\u3068\u898b\u51fa\u3057\u304c\u5206\u96e2\u3057\u3066\u3044\u308b\u3001\u6587\u5b57\u30b3\u30fc\u30c9\u306e\u554f\u984c\u3067\u5185\u5bb9\u304c\u5d29\u308c\u3066\u3044\u308b\u5834\u5408\u306b\u306f\u3001\u8cea\u554f\u306b\u5fc5\u8981\u306a\u610f\u5473\u5358\u4f4d\u3092\u57cb\u3081\u8fbc\u307f\u3078\u5909\u63db\u3067\u304d\u306a\u3044\u3002<\/p>\n

Qdrant \u306b\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u70b9\u304c\u4f5c\u6210\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u306f\u3001\u767b\u9332\u7d4c\u8def\u304c\u5c11\u306a\u304f\u3068\u3082\u4fdd\u5b58\u6bb5\u968e\u307e\u3067\u9032\u3093\u3060\u3053\u3068\u3092\u793a\u3059\u3002\u305f\u3060\u3057\u3001\u4fdd\u5b58\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u304c\u8cea\u554f\u3068\u540c\u3058\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u4f5c\u3089\u308c\u3066\u3044\u308b\u304b\u3001\u5404\u70b9\u306e\u4ed8\u968f\u60c5\u5831\u306b\u5143\u6587\u66f8\u306e\u65ad\u7247\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3001\u691c\u7d22\u7d50\u679c\u306e\u4e0a\u4f4d\u306b\u5fc5\u8981\u306a\u65ad\u7247\u304c\u5165\u308b\u304b\u306f\u5225\u306e\u78ba\u8a8d\u4e8b\u9805\u3067\u3042\u308b\u3002\u4fdd\u5b58\u4ef6\u6570\u3060\u3051\u3092\u898b\u3066\u3082\u3001\u691c\u7d22\u306b\u4f7f\u3048\u308b\u5185\u5bb9\u304c\u683c\u7d0d\u3055\u308c\u305f\u3068\u306f\u5224\u65ad\u3067\u304d\u306a\u3044\u3002<\/p>\n

\u6700\u7d42\u56de\u7b54\u306e\u6b63\u3057\u3055\u306b\u3082\u3001\u540c\u3058\u5224\u5b9a\u4e0a\u306e\u554f\u984c\u304c\u6b8b\u308b\u3002\u751f\u6210\u7528 LLM \u304c\u8cea\u554f\u5bfe\u8c61\u3092\u5b66\u7fd2\u30c7\u30fc\u30bf\u5185\u3067\u77e5\u3063\u3066\u3044\u308b\u5834\u5408\u3001\u6587\u66f8\u691c\u7d22\u3092\u4e00\u5ea6\u3082\u884c\u308f\u306a\u304f\u3066\u3082\u6b63\u7b54\u3067\u304d\u308b\u3002\u53cd\u5bfe\u306b\u3001\u691c\u7d22\u81ea\u4f53\u306f\u6210\u529f\u3057\u3066\u3044\u3066\u3082\u3001\u53d6\u5f97\u65ad\u7247\u306b\u8907\u6570\u306e\u5024\u304c\u542b\u307e\u308c\u3066\u3044\u305f\u308a\u3001\u751f\u6210\u6642\u306e\u6307\u793a\u304c\u66d6\u6627\u3060\u3063\u305f\u308a\u3059\u308c\u3070\u3001\u6587\u66f8\u3068\u306f\u7570\u306a\u308b\u56de\u7b54\u3092\u8fd4\u3059\u3002\u56de\u7b54\u306e\u5916\u5f62\u3060\u3051\u3067\u306f\u3001\u691c\u7d22\u3068\u751f\u6210\u306e\u3069\u3061\u3089\u304c\u6210\u529f\u307e\u305f\u306f\u5931\u6557\u3057\u305f\u306e\u304b\u3092\u5207\u308a\u5206\u3051\u3089\u308c\u306a\u3044\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
\u78ba\u8a8d\u6bb5\u968e<\/th>\n\u89b3\u5bdf\u3059\u308b\u4e8b\u5b9f<\/th>\n\u6b8b\u308b\u672a\u78ba\u8a8d\u4e8b\u9805<\/th>\n<\/tr>\n<\/thead>\n
\u30b5\u30fc\u30d3\u30b9\u8d77\u52d5<\/td>\nOllama\u3001Open WebUI\u3001Qdrant \u306e\u5404\u30d7\u30ed\u30bb\u30b9\u304c\u5fdc\u7b54\u3059\u308b\u3002<\/td>\n\u30b5\u30fc\u30d3\u30b9\u9593\u306e\u63a5\u7d9a\u3001\u6587\u66f8\u767b\u9332\u3001\u691c\u7d22\u7d4c\u8def\u306e\u6210\u7acb\u306f\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u30e2\u30c7\u30eb\u5bfe\u8a71<\/td>\nOpen WebUI \u304b\u3089\u751f\u6210\u7528 LLM \u3092\u9078\u629e\u3057\u3001\u56de\u7b54\u3092\u53d6\u5f97\u3067\u304d\u308b\u3002<\/td>\nQdrant \u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u304b\u306f\u5206\u304b\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u6587\u66f8\u767b\u9332<\/td>\nOpen WebUI \u306b\u30d5\u30a1\u30a4\u30eb\u3068 Knowledge \u304c\u8868\u793a\u3055\u308c\u308b\u3002<\/td>\n\u6587\u5b57\u62bd\u51fa\u3001\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u751f\u6210\u3001\u4fdd\u5b58\u306e\u6210\u5426\u306f\u753b\u9762\u8868\u793a\u3060\u3051\u3067\u306f\u78ba\u5b9a\u3057\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u30d9\u30af\u30c8\u30eb\u4fdd\u5b58<\/td>\nQdrant \u306b\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u70b9\u304c\u4f5c\u6210\u3055\u308c\u308b\u3002<\/td>\n\u5404\u70b9\u306b\u9069\u5207\u306a\u65ad\u7247\u304c\u4fdd\u5b58\u3055\u308c\u3001\u8cea\u554f\u6642\u306b\u53d6\u5f97\u3055\u308c\u308b\u304b\u306f\u5206\u304b\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u985e\u4f3c\u691c\u7d22<\/td>\n\u8cea\u554f\u306b\u5bfe\u3057\u3066\u95a2\u9023\u3059\u308b\u6587\u66f8\u65ad\u7247\u304c\u4e0a\u4f4d\u5019\u88dc\u3068\u3057\u3066\u8fd4\u308b\u3002<\/td>\n\u53d6\u5f97\u65ad\u7247\u304c\u751f\u6210\u7528 LLM \u306e\u5165\u529b\u3078\u5b9f\u969b\u306b\u7d44\u307f\u8fbc\u307e\u308c\u305f\u304b\u306f\u5225\u306b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u56de\u7b54\u751f\u6210<\/td>\n\u751f\u6210\u7528 LLM \u304c\u8cea\u554f\u306b\u5bfe\u3059\u308b\u81ea\u7136\u306a\u6587\u7ae0\u3092\u8fd4\u3059\u3002<\/td>\n\u767b\u9332\u6587\u66f8\u3092\u6839\u62e0\u306b\u3057\u305f\u56de\u7b54\u304b\u3001\u4e8b\u524d\u77e5\u8b58\u3084\u63a8\u6e2c\u306b\u3088\u308b\u56de\u7b54\u304b\u306f\u5916\u5f62\u3060\u3051\u3067\u306f\u5224\u5225\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u6bb5\u968e\u5206\u3051\u306b\u3088\u308a\u3001\u969c\u5bb3\u306e\u4f4d\u7f6e\u3092\u30b5\u30fc\u30d3\u30b9\u3001\u6587\u66f8\u51e6\u7406\u3001\u57cb\u3081\u8fbc\u307f\u3001\u4fdd\u5b58\u3001\u691c\u7d22\u3001\u751f\u6210\u306e\u3044\u305a\u308c\u304b\u3078\u7d5e\u308a\u8fbc\u3081\u308b\u3002\u305f\u3068\u3048\u3070\u3001Qdrant \u306b\u70b9\u304c\u5b58\u5728\u3057\u306a\u3044\u5834\u5408\u306f\u767b\u9332\u7d4c\u8def\u3092\u8abf\u3079\u3001\u70b9\u306f\u5b58\u5728\u3059\u308b\u304c\u76ee\u7684\u306e\u65ad\u7247\u304c\u691c\u7d22\u3055\u308c\u306a\u3044\u5834\u5408\u306f\u5206\u5272\u65b9\u6cd5\u3068\u57cb\u3081\u8fbc\u307f\u8a2d\u5b9a\u3092\u8abf\u3079\u308b\u3002\u9069\u5207\u306a\u65ad\u7247\u3092\u53d6\u5f97\u3067\u304d\u3066\u3044\u308b\u306e\u306b\u56de\u7b54\u304c\u7570\u306a\u308b\u5834\u5408\u306f\u3001\u751f\u6210\u7528 LLM \u3078\u6e21\u3055\u308c\u305f\u6587\u8108\u3068\u6307\u793a\u3092\u78ba\u8a8d\u3059\u308b\u3002\u5168\u4f53\u3092\u4e00\u3064\u306e\u300cRAG \u306e\u4e0d\u5177\u5408\u300d\u3068\u3057\u3066\u6271\u308f\u305a\u3001\u51e6\u7406\u5883\u754c\u3054\u3068\u306b\u89b3\u6e2c\u53ef\u80fd\u306a\u4e8b\u5b9f\u3092\u7f6e\u304f\u3053\u3068\u304c\u3001\u518d\u73fe\u53ef\u80fd\u306a\u691c\u8a3c\u306e\u524d\u63d0\u306b\u306a\u308b\u3002<\/p>\n

1.2 \u5b8c\u6210\u6761\u4ef6\u3092\u51e6\u7406\u7d4c\u8def\u3067\u5b9a\u7fa9\u3059\u308b<\/h3>\n

\u30ed\u30fc\u30ab\u30eb RAG \u306e\u5b8c\u6210\u6761\u4ef6\u306f\u3001\u753b\u9762\u4e0a\u306e\u6a5f\u80fd\u6570\u3067\u306f\u306a\u304f\u3001\u6587\u66f8\u767b\u9332\u304b\u3089\u56de\u7b54\u751f\u6210\u307e\u3067\u306e\u51e6\u7406\u7d4c\u8def\u306b\u3088\u3063\u3066\u5b9a\u7fa9\u3059\u308b\u3002\u767b\u9332\u6642\u306b\u306f\u3001\u539f\u6587\u3092\u691c\u7d22\u53ef\u80fd\u306a\u30d9\u30af\u30c8\u30eb\u3068\u3001\u56de\u7b54\u6642\u306b\u518d\u5229\u7528\u3067\u304d\u308b\u6587\u5b57\u5217\u3078\u5909\u63db\u3059\u308b\u3002\u8cea\u554f\u6642\u306b\u306f\u3001\u8cea\u554f\u3068\u6587\u66f8\u65ad\u7247\u3092\u540c\u3058\u57fa\u6e96\u3067\u6bd4\u8f03\u3057\u3001\u95a2\u9023\u3059\u308b\u65ad\u7247\u3092\u751f\u6210\u5165\u529b\u3078\u623b\u3059\u3002\u4e8c\u3064\u306e\u7d4c\u8def\u306f Qdrant \u306e\u985e\u4f3c\u691c\u7d22\u3067\u63a5\u7d9a\u3055\u308c\u308b\u3002<\/p>\n

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<\/div><\/td>
\u6587\u66f8\u767b\u9332\u7d4c\u8def
\n
\n\u6587\u66f8
\n  \u2193
\n\u6587\u5b57\u62bd\u51fa
\n  \u2193
\n\u30c1\u30e3\u30f3\u30af\u5206\u5272
\n  \u2193
\nembeddinggemma \u3067\u57cb\u3081\u8fbc\u307f\u751f\u6210
\n  \u2193
\n\u30d9\u30af\u30c8\u30eb\u3068\u6587\u66f8\u65ad\u7247\u3092 Qdrant \u3078\u4fdd\u5b58
\n
\n
\n\u8cea\u554f\u691c\u7d22\u7d4c\u8def
\n
\n\u8cea\u554f
\n  \u2193
\nembeddinggemma \u3067\u57cb\u3081\u8fbc\u307f\u751f\u6210
\n  \u2193
\nQdrant \u3067\u985e\u4f3c\u691c\u7d22
\n  \u2193
\n\u95a2\u9023\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97
\n
\n
\n\u56de\u7b54\u751f\u6210\u7d4c\u8def
\n
\n\u8cea\u554f
\n  \uff0b
\n\u53d6\u5f97\u3057\u305f\u95a2\u9023\u30c1\u30e3\u30f3\u30af
\n  \u2193
\nqwen3.5 \u3078\u5165\u529b
\n  \u2193
\n\u6587\u66f8\u306b\u57fa\u3065\u304f\u56de\u7b54<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

\u767b\u9332\u7d4c\u8def\u3067\u306f\u3001\u6587\u66f8\u65ad\u7247\u3068\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306e\u5bfe\u5fdc\u95a2\u4fc2\u3092\u5931\u3063\u3066\u306f\u306a\u3089\u306a\u3044\u3002\u30d9\u30af\u30c8\u30eb\u3060\u3051\u3092\u4fdd\u5b58\u3057\u3066\u3082\u3001\u691c\u7d22\u5f8c\u306b\u751f\u6210\u7528 LLM \u3078\u6e21\u3059\u539f\u6587\u3092\u5fa9\u5143\u3067\u304d\u306a\u3044\u3002\u53cd\u5bfe\u306b\u3001\u539f\u6587\u3060\u3051\u3092\u4fdd\u5b58\u3057\u3066\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u3089\u306a\u3051\u308c\u3070\u3001\u8cea\u554f\u3068\u306e\u610f\u5473\u7684\u306a\u8fd1\u3055\u3092\u691c\u7d22\u3067\u304d\u306a\u3044\u3002Qdrant \u306e\u5404\u70b9\u306b\u306f\u3001\u985e\u4f3c\u5ea6\u8a08\u7b97\u306b\u4f7f\u3046\u30d9\u30af\u30c8\u30eb\u3068\u3001\u691c\u7d22\u5f8c\u306b\u53c2\u7167\u3059\u308b\u6587\u66f8\u65ad\u7247\u304a\u3088\u3073\u51fa\u5178\u60c5\u5831\u304c\u5bfe\u5fdc\u3057\u3066\u4fdd\u5b58\u3055\u308c\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

\u8cea\u554f\u691c\u7d22\u7d4c\u8def\u3067\u306f\u3001\u767b\u9332\u6642\u3068\u8cea\u554f\u6642\u306b\u540c\u3058\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u3002\u7570\u306a\u308b\u30e2\u30c7\u30eb\u306f\u3001\u540c\u3058\u6587\u7ae0\u304b\u3089\u7570\u306a\u308b\u6b21\u5143\u6570\u3084\u914d\u7f6e\u898f\u5247\u3092\u6301\u3064\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001\u767b\u9332\u6587\u66f8\u3068\u8cea\u554f\u3092\u540c\u3058\u610f\u5473\u7a7a\u9593\u3067\u6bd4\u8f03\u3067\u304d\u306a\u304f\u306a\u308b\u3002\u30e2\u30c7\u30eb\u3092\u9014\u4e2d\u3067\u5909\u66f4\u3057\u305f\u5834\u5408\u306f\u3001\u8cea\u554f\u5074\u3060\u3051\u3092\u5207\u308a\u66ff\u3048\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u65e2\u5b58\u6587\u66f8\u3092\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3067\u518d\u5ea6\u57cb\u3081\u8fbc\u307f\u3001Qdrant \u306e\u4fdd\u5b58\u5185\u5bb9\u3092\u4f5c\u308a\u76f4\u3059\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

\u30c1\u30e3\u30f3\u30af\u5206\u5272\u306f\u3001\u691c\u7d22\u5358\u4f4d\u3068\u751f\u6210\u6642\u306e\u6839\u62e0\u5358\u4f4d\u3092\u540c\u6642\u306b\u6c7a\u3081\u308b\u3002\u30c1\u30e3\u30f3\u30af\u304c\u5927\u304d\u3059\u304e\u308b\u3068\u3001\u4e00\u3064\u306e\u30d9\u30af\u30c8\u30eb\u306b\u8907\u6570\u306e\u8a71\u984c\u304c\u6df7\u5728\u3057\u3001\u8cea\u554f\u306b\u5bfe\u5fdc\u3059\u308b\u7b87\u6240\u3068\u7121\u95a2\u4fc2\u306a\u7b87\u6240\u304c\u540c\u6642\u306b\u53d6\u5f97\u3055\u308c\u308b\u3002\u5c0f\u3055\u3059\u304e\u308b\u3068\u3001\u4e3b\u8a9e\u3001\u6761\u4ef6\u3001\u6570\u5024\u3001\u4f8b\u5916\u898f\u5247\u304c\u5225\u3005\u306e\u65ad\u7247\u3078\u5206\u304b\u308c\u3001\u5358\u72ec\u3067\u306f\u610f\u5473\u3092\u78ba\u5b9a\u3067\u304d\u306a\u304f\u306a\u308b\u3002\u91cd\u8907\u90e8\u5206\u306f\u5883\u754c\u3067\u5931\u308f\u308c\u308b\u6587\u8108\u3092\u88dc\u3046\u304c\u3001\u91cd\u8907\u3092\u5897\u3084\u3057\u3059\u304e\u308b\u3068\u985e\u4f3c\u3057\u305f\u65ad\u7247\u304c\u691c\u7d22\u4e0a\u4f4d\u3092\u5360\u6709\u3057\u3001\u7570\u306a\u308b\u6839\u62e0\u3092\u53d6\u5f97\u3067\u304d\u308b\u4ef6\u6570\u304c\u6e1b\u308b\u3002<\/p>\n

\u751f\u6210\u7d4c\u8def\u3067\u306f\u3001\u53d6\u5f97\u6210\u529f\u3068\u56de\u7b54\u5fe0\u5b9f\u6027\u3092\u5206\u3051\u3066\u6271\u3046\u3002\u691c\u7d22\u7d50\u679c\u306b\u6b63\u3057\u3044\u65ad\u7247\u304c\u542b\u307e\u308c\u3066\u3044\u3066\u3082\u3001\u751f\u6210\u7528 LLM \u304c\u305d\u306e\u65ad\u7247\u3088\u308a\u4e8b\u524d\u77e5\u8b58\u3092\u512a\u5148\u3059\u308c\u3070\u3001\u767b\u9332\u6587\u66f8\u3068\u7570\u306a\u308b\u56de\u7b54\u306b\u306a\u308b\u3002\u751f\u6210\u6642\u306e\u6307\u793a\u3067\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u6587\u66f8\u3092\u6839\u62e0\u3068\u3057\u3001\u6587\u66f8\u306b\u8a18\u8f09\u304c\u306a\u3044\u4e8b\u9805\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3068\u3044\u3046\u5236\u7d04\u3092\u660e\u793a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u691c\u7d22\u7cbe\u5ea6\u306e\u8abf\u6574\u3060\u3051\u3067\u306f\u3001\u6839\u62e0\u304b\u3089\u9038\u8131\u3059\u308b\u751f\u6210\u3092\u9632\u3052\u306a\u3044\u3002<\/p>\n

\u691c\u8a3c\u7528\u6587\u66f8\u306b\u306f\u3001\u4e00\u822c\u77e5\u8b58\u3084\u540d\u79f0\u304b\u3089\u7b54\u3048\u3092\u63a8\u6e2c\u3067\u304d\u306a\u3044\u60c5\u5831\u3092\u5165\u308c\u308b\u3002\u305f\u3068\u3048\u3070\u3001\u67b6\u7a7a\u306e Argolet \u30b7\u30b9\u30c6\u30e0\u306b\u3064\u3044\u3066\u3001\u300c\u672c\u756a\u30dd\u30fc\u30c8\u306f 47821\u300d\u300c\u7dca\u6025\u505c\u6b62\u3067\u306f Lapis-7 \u624b\u9806\u3092\u4f7f\u3046\u300d\u3068\u8a18\u8f09\u3059\u308b\u3002\u540d\u79f0\u3001\u6570\u5024\u3001\u624b\u9806\u540d\u306e\u9593\u306b\u4e00\u822c\u7684\u306a\u95a2\u9023\u304c\u306a\u3044\u305f\u3081\u3001\u30e2\u30c7\u30eb\u304c\u3053\u308c\u3089\u3092\u6b63\u78ba\u306b\u56de\u7b54\u3057\u305f\u5834\u5408\u3001\u767b\u9332\u6587\u66f8\u307e\u305f\u306f\u4f1a\u8a71\u4e2d\u306e\u5165\u529b\u304b\u3089\u53d6\u5f97\u3057\u305f\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u8a66\u9a13\u6761\u4ef6<\/th>\n\u8cea\u554f<\/th>\n\u671f\u5f85\u3059\u308b\u7d50\u679c<\/th>\n\u5224\u5b9a\u3067\u304d\u308b\u3053\u3068<\/th>\n<\/tr>\n<\/thead>\n
Knowledge \u3092\u63a5\u7d9a\u3057\u306a\u3044<\/td>\nArgolet \u306e\u672c\u756a\u30dd\u30fc\u30c8\u3092\u5c0b\u306d\u308b\u3002<\/td>\n\u60c5\u5831\u4e0d\u8db3\u3068\u3057\u3066\u56de\u7b54\u3067\u304d\u306a\u3044\u3002<\/td>\n\u751f\u6210\u7528 LLM \u304c\u4e8b\u524d\u77e5\u8b58\u3068\u3057\u3066\u6b63\u7b54\u3092\u4fdd\u6301\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n
Knowledge \u3092\u63a5\u7d9a\u3059\u308b<\/td>\n\u540c\u3058\u8cea\u554f\u3092\u540c\u3058\u8868\u73fe\u3067\u5c0b\u306d\u308b\u3002<\/td>\n47821 \u3068\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u767b\u9332\u6587\u66f8\u306e\u691c\u7d22\u7d50\u679c\u304c\u56de\u7b54\u3078\u53cd\u6620\u3055\u308c\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n
Knowledge \u3092\u63a5\u7d9a\u3059\u308b<\/td>\nArgolet \u306e\u7dca\u6025\u505c\u6b62\u65b9\u6cd5\u3092\u8868\u73fe\u3092\u5909\u3048\u3066\u5c0b\u306d\u308b\u3002<\/td>\nLapis-7 \u624b\u9806\u3092\u4f7f\u3046\u3068\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u5358\u7d14\u306a\u6587\u5b57\u5217\u4e00\u81f4\u3067\u306f\u306a\u304f\u3001\u8cea\u554f\u3068\u6587\u66f8\u306e\u610f\u5473\u7684\u306a\u5bfe\u5fdc\u306b\u3088\u3063\u3066\u691c\u7d22\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n
Knowledge \u3092\u63a5\u7d9a\u3059\u308b<\/td>\n\u6587\u66f8\u306b\u8a18\u8f09\u3057\u3066\u3044\u306a\u3044\u5fa9\u65e7\u6642\u9593\u3092\u5c0b\u306d\u308b\u3002<\/td>\n\u6587\u66f8\u304b\u3089\u306f\u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u53d6\u5f97\u6587\u66f8\u306b\u306a\u3044\u60c5\u5831\u3092\u751f\u6210\u7528 LLM \u304c\u88dc\u5b8c\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u672a\u63a5\u7d9a\u6642\u306b\u8aa4\u7b54\u3057\u3001\u63a5\u7d9a\u6642\u306b\u6b63\u7b54\u3059\u308b\u3060\u3051\u3067\u306f\u3001\u691c\u8a3c\u3068\u3057\u3066\u306f\u307e\u3060\u5f31\u3044\u3002\u672a\u8a18\u8f09\u4e8b\u9805\u306b\u5bfe\u3057\u3066\u56de\u7b54\u3092\u4fdd\u7559\u3067\u304d\u308b\u304b\u3001\u8cea\u554f\u306e\u8a00\u3044\u63db\u3048\u3067\u3082\u540c\u3058\u6839\u62e0\u3092\u53d6\u5f97\u3067\u304d\u308b\u304b\u3001\u985e\u4f3c\u3057\u305f\u5225\u306e\u6570\u5024\u3092\u6df7\u5728\u3055\u305b\u3066\u3082\u5bfe\u8c61\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u304b\u3092\u52a0\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u6b63\u7b54\u8a66\u9a13\u3001\u8a00\u3044\u63db\u3048\u8a66\u9a13\u3001\u60c5\u5831\u4e0d\u8db3\u8a66\u9a13\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u5358\u306a\u308b\u5076\u7136\u306e\u4e00\u81f4\u3067\u306f\u306a\u304f\u3001\u691c\u7d22\u3068\u751f\u6210\u306e\u4e21\u65b9\u304c\u671f\u5f85\u3069\u304a\u308a\u306b\u6a5f\u80fd\u3057\u3066\u3044\u308b\u304b\u3092\u5224\u5b9a\u3067\u304d\u308b\u3002<\/p>\n

1.3 \u672c\u7a3f\u306e\u69cb\u6210\u5024<\/h3>\n

\u69cb\u7bc9\u6642\u306e\u5024\u306f\u3001\u6700\u9069\u5024\u3068\u3057\u3066\u3067\u306f\u306a\u304f\u3001\u518d\u73fe\u53ef\u80fd\u306a\u521d\u671f\u6761\u4ef6\u3068\u3057\u3066\u56fa\u5b9a\u3059\u308b\u3002\u30e2\u30c7\u30eb\u3001\u30b5\u30fc\u30d3\u30b9\u3001\u30c1\u30e3\u30f3\u30af\u8a2d\u5b9a\u3092\u540c\u6642\u306b\u5909\u66f4\u3059\u308b\u3068\u3001\u56de\u7b54\u304c\u5909\u5316\u3057\u3066\u3082\u539f\u56e0\u3092\u7279\u5b9a\u3067\u304d\u306a\u3044\u3002\u6700\u521d\u306b\u4e00\u3064\u306e\u69cb\u6210\u3067\u767b\u9332\u7d4c\u8def\u3068\u691c\u7d22\u7d4c\u8def\u3092\u6210\u7acb\u3055\u305b\u3001\u305d\u306e\u5f8c\u306b\u5909\u66f4\u5bfe\u8c61\u3092\u4e00\u9805\u76ee\u305a\u3064\u5206\u96e2\u3057\u3066\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n
\u9805\u76ee<\/th>\n\u63a1\u7528\u5024<\/th>\n\u9078\u5b9a\u7406\u7531<\/th>\n\u5909\u66f4\u6642\u306e\u78ba\u8a8d\u4e8b\u9805<\/th>\n<\/tr>\n<\/thead>\n
\u751f\u6210\u7528 LLM<\/td>\nqwen3.5:9b-q4_K_M \u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u65e5\u672c\u8a9e\u3092\u542b\u3080\u4e00\u822c\u7684\u306a\u5bfe\u8a71\u306b\u4f7f\u7528\u3067\u304d\u30019B \u7d1a\u306e 4 \u30d3\u30c3\u30c8\u91cf\u5b50\u5316\u30e2\u30c7\u30eb\u3068\u3057\u3066 MacBook Pro \u4e0a\u3067\u691c\u8a3c\u3057\u3084\u3059\u3044\u3002<\/td>\n\u56de\u7b54\u901f\u5ea6\u3001\u8a18\u61b6\u4f7f\u7528\u91cf\u3001\u6587\u66f8\u306b\u5bfe\u3059\u308b\u5fe0\u5b9f\u6027\u3092\u540c\u3058\u8cea\u554f\u30bb\u30c3\u30c8\u3067\u6bd4\u8f03\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb<\/td>\nembeddinggemma \u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u691c\u7d22\u3068\u985e\u4f3c\u5ea6\u6bd4\u8f03\u306b\u7528\u9014\u3092\u9650\u5b9a\u3057\u305f\u8efd\u91cf\u306a\u591a\u8a00\u8a9e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u3042\u308a\u3001\u751f\u6210\u7528 LLM \u3068\u5f79\u5272\u3092\u5206\u96e2\u3067\u304d\u308b\u3002<\/td>\n\u5909\u66f4\u5f8c\u306f\u65e2\u5b58\u6587\u66f8\u3092\u3059\u3079\u3066\u518d\u57cb\u3081\u8fbc\u307f\u3057\u3001\u691c\u7d22\u9806\u4f4d\u3092\u518d\u8a55\u4fa1\u3059\u308b\u3002<\/td>\n<\/tr>\n
Open WebUI<\/td>\n0.10.2 \u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u69cb\u7bc9\u6642\u70b9\u306e\u7248\u3092\u56fa\u5b9a\u3057\u3001\u8a2d\u5b9a\u9805\u76ee\u3001\u6587\u66f8\u51e6\u7406\u3001Knowledge \u306e\u6319\u52d5\u304c\u66f4\u65b0\u306b\u3088\u3063\u3066\u5909\u308f\u3063\u305f\u5834\u5408\u306b\u5dee\u5206\u3092\u8ffd\u8de1\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/td>\n\u66f4\u65b0\u5f8c\u306f\u6587\u66f8\u767b\u9332\u3001\u691c\u7d22\u7d50\u679c\u3001\u74b0\u5883\u5909\u6570\u306e\u65e2\u5b9a\u5024\u3092\u518d\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
Qdrant<\/td>\n1.18.2 \u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u30d9\u30af\u30c8\u30eb\u4fdd\u5b58\u5c64\u306e\u7248\u3092\u56fa\u5b9a\u3057\u3001\u4fdd\u5b58\u5f62\u5f0f\u3084\u691c\u7d22\u6319\u52d5\u306e\u5909\u66f4\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5074\u306e\u5909\u66f4\u3068\u5206\u96e2\u3059\u308b\u3002<\/td>\n\u66f4\u65b0\u524d\u306b\u4fdd\u5b58\u30c7\u30fc\u30bf\u3092\u9000\u907f\u3057\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3001\u70b9\u6570\u3001\u691c\u7d22\u7d50\u679c\u304c\u7dad\u6301\u3055\u308c\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba<\/td>\n1000 \u6587\u5b57\u3092\u521d\u671f\u5024\u3068\u3059\u308b\u3002<\/td>\nOpen WebUI \u306e\u65e2\u5b9a\u5024\u3092\u51fa\u767a\u70b9\u3068\u3057\u3001\u4e00\u3064\u306e\u65ad\u7247\u3078\u542b\u307e\u308c\u308b\u8a71\u984c\u6570\u3068\u3001\u8cea\u554f\u306b\u5fc5\u8981\u306a\u6761\u4ef6\u306e\u307e\u3068\u307e\u308a\u3092\u78ba\u8a8d\u3057\u306a\u304c\u3089\u8abf\u6574\u3059\u308b\u3002<\/td>\n\u691c\u7d22\u7d50\u679c\u306b\u7121\u95a2\u4fc2\u306a\u6bb5\u843d\u304c\u6df7\u5728\u3059\u308b\u5834\u5408\u306f\u7e2e\u5c0f\u3057\u3001\u6761\u4ef6\u3084\u6570\u5024\u304c\u5206\u65ad\u3055\u308c\u308b\u5834\u5408\u306f\u62e1\u5927\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u30c1\u30e3\u30f3\u30af\u91cd\u8907<\/td>\n100 \u6587\u5b57\u3092\u521d\u671f\u5024\u3068\u3059\u308b\u3002<\/td>\n\u6bb5\u843d\u3084\u6587\u306e\u5883\u754c\u4ed8\u8fd1\u306b\u3042\u308b\u4e3b\u8a9e\u3001\u6761\u4ef6\u3001\u6570\u5024\u304c\u5b8c\u5168\u306b\u5206\u96e2\u3055\u308c\u308b\u3053\u3068\u3092\u6291\u3048\u308b\u3002<\/td>\n\u540c\u3058\u5185\u5bb9\u306e\u65ad\u7247\u304c\u691c\u7d22\u4e0a\u4f4d\u3092\u5360\u6709\u3059\u308b\u5834\u5408\u306f\u91cd\u8907\u91cf\u3092\u6e1b\u3089\u3059\u3002<\/td>\n<\/tr>\n
\u53d6\u5f97\u4ef6\u6570<\/td>\n3 \u4ef6\u3092\u521d\u671f\u5024\u3068\u3059\u308b\u3002<\/td>\n\u77ed\u3044\u691c\u8a3c\u6587\u66f8\u3067\u306f\u6839\u62e0\u3092\u9650\u5b9a\u3057\u305f\u65b9\u304c\u3001\u3069\u306e\u65ad\u7247\u304c\u56de\u7b54\u3078\u4f7f\u308f\u308c\u305f\u304b\u3092\u8ffd\u8de1\u3057\u3084\u3059\u3044\u3002<\/td>\n\u8907\u6570\u7b87\u6240\u3092\u7d71\u5408\u3057\u306a\u3051\u308c\u3070\u56de\u7b54\u3067\u304d\u306a\u3044\u8cea\u554f\u3067\u306f\u5897\u3084\u3057\u3001\u7121\u95a2\u4fc2\u306a\u65ad\u7247\u304c\u751f\u6210\u3078\u6df7\u5165\u3059\u308b\u5834\u5408\u306f\u6e1b\u3089\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u751f\u6210\u7528 LLM \u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306f\u3001\u540c\u3058\u300c\u30e2\u30c7\u30eb\u300d\u3067\u3042\u3063\u3066\u3082\u4ea4\u63db\u6761\u4ef6\u304c\u7570\u306a\u308b\u3002\u751f\u6210\u7528 LLM \u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u3001\u65e2\u5b58\u306e\u30d9\u30af\u30c8\u30eb\u3092\u7dad\u6301\u3057\u305f\u307e\u307e\u3001\u540c\u3058\u691c\u7d22\u7d50\u679c\u306b\u5bfe\u3059\u308b\u56de\u7b54\u54c1\u8cea\u3092\u6bd4\u8f03\u3067\u304d\u308b\u3002\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u306f\u3001\u6587\u66f8\u3068\u8cea\u554f\u306e\u914d\u7f6e\u3055\u308c\u308b\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u305d\u306e\u3082\u306e\u304c\u5909\u308f\u308b\u305f\u3081\u3001\u4fdd\u5b58\u6e08\u307f\u6587\u66f8\u3092\u518d\u5229\u7528\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002\u3053\u306e\u9055\u3044\u3092\u7121\u8996\u3059\u308b\u3068\u3001\u751f\u6210\u80fd\u529b\u306e\u5dee\u3068\u691c\u7d22\u9806\u4f4d\u306e\u5dee\u304c\u540c\u6642\u306b\u767a\u751f\u3057\u3001\u6539\u5584\u307e\u305f\u306f\u52a3\u5316\u306e\u539f\u56e0\u3092\u7279\u5b9a\u3067\u304d\u306a\u304f\u306a\u308b\u3002<\/p>\n

\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3001\u91cd\u8907\u91cf\u3001\u53d6\u5f97\u4ef6\u6570\u306b\u3082\u3001\u6587\u66f8\u3092\u554f\u308f\u305a\u901a\u7528\u3059\u308b\u552f\u4e00\u306e\u6700\u9069\u5024\u306f\u306a\u3044\u3002\u624b\u9806\u66f8\u3067\u306f\u3001\u64cd\u4f5c\u540d\u3001\u524d\u63d0\u6761\u4ef6\u3001\u30b3\u30de\u30f3\u30c9\u3001\u8b66\u544a\u3092\u540c\u3058\u65ad\u7247\u3078\u6b8b\u3059\u5fc5\u8981\u304c\u3042\u308b\u3002\u4ed5\u69d8\u4e00\u89a7\u3067\u306f\u3001\u4e00\u9805\u76ee\u304c\u77ed\u3044\u305f\u3081\u3001\u5927\u304d\u306a\u30c1\u30e3\u30f3\u30af\u306b\u3059\u308b\u3068\u7121\u95a2\u4fc2\u306a\u8907\u6570\u9805\u76ee\u304c\u6df7\u5728\u3059\u308b\u3002\u521d\u671f\u5024\u3092\u56fa\u5b9a\u3059\u308b\u76ee\u7684\u306f\u8abf\u6574\u3092\u7701\u304f\u3053\u3068\u3067\u306f\u306a\u304f\u3001\u691c\u7d22\u306b\u5931\u6557\u3057\u305f\u8cea\u554f\u3068\u53d6\u5f97\u65ad\u7247\u3092\u8a18\u9332\u3057\u3001\u6587\u66f8\u69cb\u9020\u306b\u5fdc\u3058\u3066\u5909\u66f4\u3059\u308b\u305f\u3081\u306e\u6bd4\u8f03\u57fa\u6e96\u3092\u4f5c\u308b\u3053\u3068\u306b\u3042\u308b\u3002<\/p>\n

\u3053\u306e\u69cb\u6210\u3067\u78ba\u8a8d\u3059\u308b\u306e\u306f\u3001MacBook Pro \u4e0a\u3067\u5404\u30b5\u30fc\u30d3\u30b9\u304c\u8d77\u52d5\u3057\u305f\u3068\u3044\u3046\u4e8b\u5b9f\u3067\u306f\u306a\u3044\u3002\u67b6\u7a7a\u60c5\u5831\u3092\u542b\u3080\u6587\u66f8\u304c\u5206\u5272\u3055\u308c\u3001embeddinggemma \u306e\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066 Qdrant \u3078\u4fdd\u5b58\u3055\u308c\u3001\u8cea\u554f\u6642\u306b\u5fc5\u8981\u306a\u65ad\u7247\u304c\u53d6\u5f97\u3055\u308c\u3001qwen3.5:9b-q4_K_M \u304c\u305d\u306e\u65ad\u7247\u306e\u7bc4\u56f2\u5185\u3067\u56de\u7b54\u3059\u308b\u3068\u3053\u308d\u307e\u3067\u3092\u4e00\u7d9a\u304d\u306e\u51e6\u7406\u3068\u3057\u3066\u78ba\u304b\u3081\u308b\u3002\u30ed\u30fc\u30ab\u30eb RAG \u306e\u5b8c\u6210\u306f\u3001\u69cb\u6210\u8981\u7d20\u306e\u5b58\u5728\u3067\u306f\u306a\u304f\u3001\u6587\u66f8\u3092\u6839\u62e0\u3078\u5909\u63db\u3059\u308b\u7d4c\u8def\u3092\u89b3\u6e2c\u53ef\u80fd\u306a\u5f62\u3067\u518d\u73fe\u3067\u304d\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u6c7a\u307e\u308b\u3002<\/p>\n

\n

2. Ollama \u3092\u30db\u30b9\u30c8\u3001Open WebUI \u3068 Qdrant \u3092\u30b3\u30f3\u30c6\u30ca\u30fc\u3078\u914d\u7f6e\u3059\u308b<\/h2>\n

2.1 Apple Silicon \u3068 Docker \u306e\u5883\u754c<\/h3>\n

\u672c\u69cb\u6210\u3067\u306f\u3001\u63a8\u8ad6\u51e6\u7406\u3092\u62c5\u3046 Ollama \u3092 macOS \u4e0a\u3067\u76f4\u63a5\u52d5\u304b\u3057\u3001\u5bfe\u8a71\u753b\u9762\u3092\u63d0\u4f9b\u3059\u308b Open WebUI \u3068\u3001\u30d9\u30af\u30c8\u30eb\u3092\u4fdd\u5b58\u3059\u308b Qdrant \u3092 Docker Desktop \u4e0a\u3078\u914d\u7f6e\u3059\u308b\u3002\u3059\u3079\u3066\u3092\u30b3\u30f3\u30c6\u30ca\u30fc\u3078\u53ce\u5bb9\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u8a08\u7b97\u8cc7\u6e90\u3092\u4f7f\u3046\u51e6\u7406\u3068\u3001\u66f4\u65b0\u3084\u4fdd\u5b58\u3092\u7ba1\u7406\u3057\u305f\u3044\u30b5\u30fc\u30d3\u30b9\u3092\u5206\u96e2\u3059\u308b\u3002<\/p>\n

Apple Silicon \u3067\u306f\u3001CPU \u3068 GPU \u304c\u540c\u3058\u30e6\u30cb\u30d5\u30a1\u30a4\u30c9\u30e1\u30e2\u30ea\u3092\u5171\u6709\u3059\u308b[5]<\/a>\u3002Ollama \u3092 macOS \u4e0a\u3067\u76f4\u63a5\u5b9f\u884c\u3059\u308b\u3068\u3001\u751f\u6210\u7528 LLM \u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u63a8\u8ad6\u51e6\u7406\u304b\u3089\u3001\u3053\u306e\u8a08\u7b97\u8cc7\u6e90\u3092\u30db\u30b9\u30c8\u5074\u306e\u5b9f\u88c5\u3092\u901a\u3058\u3066\u5229\u7528\u3067\u304d\u308b\u3002Ollama \u306e macOS \u7248\u306f Apple M \u30b7\u30ea\u30fc\u30ba\u3078\u5bfe\u5fdc\u3057\u3001\u53d6\u5f97\u3057\u305f\u30e2\u30c7\u30eb\u3092\u5229\u7528\u8005\u306e\u30ed\u30fc\u30ab\u30eb\u9818\u57df\u3078\u4fdd\u5b58\u3059\u308b[6]<\/a>\u3002<\/p>\n

\u751f\u6210\u7528 LLM \u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u540c\u3058 Ollama \u4e0a\u3078\u7f6e\u304f\u306e\u306f\u3001\u4e21\u8005\u3092\u540c\u4e00\u30e2\u30c7\u30eb\u3068\u3057\u3066\u6271\u3046\u305f\u3081\u3067\u306f\u306a\u3044\u3002\u751f\u6210\u7528 LLM \u306f\u8cea\u554f\u3068\u53d6\u5f97\u6587\u66f8\u304b\u3089\u56de\u7b54\u3092\u7d44\u307f\u7acb\u3066\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306f\u6587\u66f8\u3068\u8cea\u554f\u3092\u691c\u7d22\u53ef\u80fd\u306a\u30d9\u30af\u30c8\u30eb\u3078\u5909\u63db\u3059\u308b\u3002\u5f79\u5272\u306f\u7570\u306a\u308b\u304c\u3001\u30e2\u30c7\u30eb\u306e\u53d6\u5f97\u3001\u8d77\u52d5\u3001API \u63a5\u7d9a\u3001\u4fdd\u5b58\u5834\u6240\u3092\u4e00\u3064\u306e\u30ed\u30fc\u30ab\u30eb\u63a8\u8ad6\u57fa\u76e4\u3078\u96c6\u7d04\u3067\u304d\u308b\u305f\u3081\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u5185\u3078\u5225\u306e\u63a8\u8ad6\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308b\u3002<\/p>\n

Open WebUI \u3068 Qdrant \u306f Docker Desktop \u4e0a\u3078\u914d\u7f6e\u3059\u308b\u3002Docker Desktop \u306b\u306f Apple Silicon \u7528\u306e\u6b63\u5f0f\u306a\u914d\u5e03\u7269\u304c\u3042\u308a\u3001Arm64 \u74b0\u5883\u306b\u5bfe\u5fdc\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u5b9f\u884c\u3067\u304d\u308b[7]<\/a>\u3002Docker Compose \u3092\u4f7f\u3048\u3070\u3001\u4f7f\u7528\u3059\u308b\u30a4\u30e1\u30fc\u30b8\u3001\u30b5\u30fc\u30d3\u30b9\u9593\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u74b0\u5883\u5909\u6570\u3001\u30dd\u30fc\u30c8\u3001\u4fdd\u5b58\u9818\u57df\u3092\u4e00\u3064\u306e\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u3078\u56fa\u5b9a\u3067\u304d\u308b[8]<\/a>\u3002<\/p>\n

\u30b3\u30f3\u30c6\u30ca\u30fc\u306f\u524a\u9664\u3057\u3066\u518d\u4f5c\u6210\u3067\u304d\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3059\u308b\u305f\u3081\u3001Open WebUI \u306e\u5229\u7528\u8005\u60c5\u5831\u3084 Knowledge \u306e\u7ba1\u7406\u60c5\u5831\u3001Qdrant \u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3092\u30b3\u30f3\u30c6\u30ca\u30fc\u5185\u90e8\u3060\u3051\u3078\u4fdd\u5b58\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002\u4fdd\u5b58\u9818\u57df\u3092\u30dc\u30ea\u30e5\u30fc\u30e0\u3068\u3057\u3066\u5206\u96e2\u3059\u308b\u3068\u3001\u30a4\u30e1\u30fc\u30b8\u3092\u66f4\u65b0\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u4f5c\u308a\u76f4\u3057\u3066\u3082\u3001\u904b\u7528\u72b6\u614b\u3092\u5f15\u304d\u7d99\u3052\u308b[9]<\/a>\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u884c\u74b0\u5883\u3068\u6c38\u7d9a\u30c7\u30fc\u30bf\u3092\u5206\u3051\u308b\u3053\u3068\u3067\u3001\u66f4\u65b0\u5931\u6557\u6642\u306b\u3082\u65e7\u7248\u3078\u623b\u3057\u3084\u3059\u304f\u306a\u308b\u3002<\/p>\n

Open WebUI \u306f\u30b3\u30f3\u30c6\u30ca\u30fc\u5185\u304b\u3089\u3001macOS \u4e0a\u3067\u52d5\u4f5c\u3059\u308b Ollama \u306e API \u3078\u63a5\u7d9a\u3059\u308b\u3002\u30b3\u30f3\u30c6\u30ca\u30fc\u5185\u306e localhost \u306f MacBook Pro \u3067\u306f\u306a\u304f\u3001\u305d\u306e\u30b3\u30f3\u30c6\u30ca\u30fc\u81ea\u8eab\u3092\u6307\u3059\u3002Ollama \u306e\u63a5\u7d9a\u5148\u3078 http:\/\/localhost:11434 \u3092\u6307\u5b9a\u3059\u308b\u3068\u3001Open WebUI \u306f\u81ea\u5206\u81ea\u8eab\u306e 11434 \u756a\u30dd\u30fc\u30c8\u3078\u63a5\u7d9a\u3057\u3088\u3046\u3068\u3057\u3066\u5931\u6557\u3059\u308b\u3002<\/p>\n

Docker Desktop \u3067\u306f\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u30db\u30b9\u30c8\u3078\u63a5\u7d9a\u3059\u308b\u305f\u3081\u306e\u540d\u524d\u3068\u3057\u3066 host.docker.internal \u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b[10]<\/a>\u3002Open WebUI \u306b\u306f Ollama \u306e\u63a5\u7d9a\u5148\u3068\u3057\u3066 http:\/\/host.docker.internal:11434 \u3092\u6307\u5b9a\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u753b\u9762\u3068\u6587\u66f8\u7ba1\u7406\u306f\u30b3\u30f3\u30c6\u30ca\u30fc\u5185\u3078\u5206\u96e2\u3057\u305f\u307e\u307e\u3001\u751f\u6210\u3068\u57cb\u3081\u8fbc\u307f\u306e\u8981\u6c42\u3060\u3051\u3092 macOS \u4e0a\u306e Ollama \u3078\u9001\u308c\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u51e6\u7406<\/th>\n\u5b9f\u884c\u5834\u6240<\/th>\n\u914d\u7f6e\u7406\u7531<\/th>\n\u969c\u5bb3\u6642\u306e\u78ba\u8a8d\u5bfe\u8c61<\/th>\n<\/tr>\n<\/thead>\n
\u751f\u6210\u63a8\u8ad6<\/td>\nmacOS \u4e0a\u306e Ollama \u3067\u5b9f\u884c\u3059\u308b\u3002<\/td>\nApple Silicon \u306e\u8a08\u7b97\u8cc7\u6e90\u3092\u30db\u30b9\u30c8\u5074\u306e\u63a8\u8ad6\u51e6\u7406\u304b\u3089\u5229\u7528\u3059\u308b\u3002<\/td>\nOllama \u306e\u8d77\u52d5\u72b6\u614b\u3001\u30e2\u30c7\u30eb\u306e\u53d6\u5f97\u72b6\u614b\u300111434 \u756a\u30dd\u30fc\u30c8\u306e\u5fdc\u7b54\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u57cb\u3081\u8fbc\u307f\u751f\u6210<\/td>\nmacOS \u4e0a\u306e Ollama \u3067\u5b9f\u884c\u3059\u308b\u3002<\/td>\n\u751f\u6210\u7528 LLM \u3068\u540c\u3058\u30ed\u30fc\u30ab\u30eb\u63a8\u8ad6\u57fa\u76e4\u3067\u30e2\u30c7\u30eb\u306e\u53d6\u5f97\u3068 API \u63a5\u7d9a\u3092\u7ba1\u7406\u3059\u308b\u3002<\/td>\n\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u5b58\u5728\u3001Open WebUI \u306e\u30e2\u30c7\u30eb\u6307\u5b9a\u3001Ollama API \u306e\u5fdc\u7b54\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u5bfe\u8a71\u753b\u9762\u3068\u6587\u66f8\u7ba1\u7406<\/td>\nDocker \u4e0a\u306e Open WebUI \u3067\u5b9f\u884c\u3059\u308b\u3002<\/td>\n\u7248\u3001\u74b0\u5883\u5909\u6570\u3001\u30dd\u30fc\u30c8\u3001\u6c38\u7d9a\u9818\u57df\u3092 Docker Compose \u3067\u56fa\u5b9a\u3059\u308b\u3002<\/td>\n\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u30ed\u30b0\u3001Ollama \u63a5\u7d9a\u5148\u3001Knowledge \u306e\u767b\u9332\u72b6\u614b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u30d9\u30af\u30c8\u30eb\u4fdd\u5b58\u3068\u691c\u7d22<\/td>\nDocker \u4e0a\u306e Qdrant \u3067\u5b9f\u884c\u3059\u308b\u3002<\/td>\n\u691c\u7d22\u7528\u30c7\u30fc\u30bf\u3092 Open WebUI \u672c\u4f53\u304b\u3089\u5206\u96e2\u3057\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u70b9\u3092\u72ec\u7acb\u3057\u3066\u89b3\u5bdf\u3059\u308b\u3002<\/td>\nQdrant \u306e\u7a3c\u50cd\u72b6\u614b\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3001\u70b9\u6570\u3001Open WebUI \u304b\u3089\u306e\u63a5\u7d9a\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u914d\u7f6e\u3067\u306f\u3001Ollama \u306e\u969c\u5bb3\u3068\u30b3\u30f3\u30c6\u30ca\u30fc\u5074\u306e\u969c\u5bb3\u3092\u5206\u3051\u3066\u5224\u5b9a\u3067\u304d\u308b\u3002Ollama API \u304c\u30db\u30b9\u30c8\u4e0a\u3067\u5fdc\u7b54\u3059\u308b\u306e\u306b Open WebUI \u304b\u3089\u30e2\u30c7\u30eb\u304c\u898b\u3048\u306a\u3044\u5834\u5408\u306f\u3001Docker \u304b\u3089\u30db\u30b9\u30c8\u3078\u306e\u63a5\u7d9a\u3092\u8abf\u3079\u308b\u3002Open WebUI \u304b\u3089\u901a\u5e38\u5bfe\u8a71\u306f\u3067\u304d\u308b\u304c\u6587\u66f8\u767b\u9332\u306b\u5931\u6557\u3059\u308b\u5834\u5408\u306f\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u307e\u305f\u306f Qdrant \u3068\u306e\u63a5\u7d9a\u3092\u8abf\u3079\u308b\u3002\u51e6\u7406\u306e\u5883\u754c\u3092\u5b9f\u884c\u5834\u6240\u3068\u4e00\u81f4\u3055\u305b\u308b\u3053\u3068\u3067\u3001RAG \u5168\u4f53\u3092\u4e00\u3064\u306e\u4e0d\u53ef\u8996\u306a\u51e6\u7406\u3068\u3057\u3066\u6271\u308f\u305a\u306b\u6e08\u3080\u3002<\/p>\n

2.2 MacBook Pro \u306e\u72b6\u614b\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

\u5c0e\u5165\u524d\u306b\u3001CPU \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u3001macOS \u306e\u7248\u3001\u30e6\u30cb\u30d5\u30a1\u30a4\u30c9\u30e1\u30e2\u30ea\u5bb9\u91cf\u3001SSD \u306e\u7a7a\u304d\u5bb9\u91cf\u3092\u8a18\u9332\u3059\u308b\u3002\u540c\u3058\u30e2\u30c7\u30eb\u540d\u3092\u4f7f\u7528\u3057\u3066\u3082\u3001\u642d\u8f09\u30e1\u30e2\u30ea\u3084\u540c\u6642\u306b\u52d5\u4f5c\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u7570\u306a\u308c\u3070\u3001\u63a8\u8ad6\u901f\u5ea6\u3068\u5b89\u5b9a\u6027\u306f\u5909\u308f\u308b\u3002\u5f8c\u304b\u3089\u30e2\u30c7\u30eb\u3084 Docker \u306e\u8a2d\u5b9a\u3092\u5909\u66f4\u3057\u305f\u969b\u306b\u6bd4\u8f03\u3067\u304d\u308b\u3088\u3046\u3001\u69cb\u7bc9\u6642\u70b9\u306e\u6761\u4ef6\u3092\u6b8b\u3057\u3066\u304a\u304f\u3002<\/p>\n

1
2
3
4
<\/div><\/td>
uname -m
\nsw_vers
\nsystem_profiler SPHardwareDataType
\ndf -h \/<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

uname -m \u306e\u7d50\u679c\u304c arm64 \u3067\u3042\u308c\u3070\u3001Apple Silicon \u7528\u306e\u5b9f\u884c\u74b0\u5883\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002sw_vers \u3067\u306f macOS \u306e\u7248\u3068\u30d3\u30eb\u30c9\u756a\u53f7\u3092\u8a18\u9332\u3059\u308b\u3002Ollama \u3084 Docker Desktop \u306e\u66f4\u65b0\u5f8c\u306b\u52d5\u4f5c\u304c\u5909\u308f\u3063\u305f\u5834\u5408\u3001OS \u5074\u306e\u66f4\u65b0\u3092\u542b\u3081\u3066\u6761\u4ef6\u3092\u6bd4\u8f03\u3067\u304d\u308b\u3002<\/p>\n

system_profiler SPHardwareDataType \u3067\u306f\u3001Chip \u3068 Memory \u3092\u78ba\u8a8d\u3059\u308b\u3002\u30e6\u30cb\u30d5\u30a1\u30a4\u30c9\u30e1\u30e2\u30ea\u306f Ollama \u3060\u3051\u304c\u5c02\u6709\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u304f\u3001macOS\u3001\u901a\u5e38\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001Docker Desktop \u306e\u4eee\u60f3\u74b0\u5883\u3068\u5171\u6709\u3055\u308c\u308b\u3002\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u304c SSD \u306b\u53ce\u307e\u308b\u3053\u3068\u3068\u3001\u63a8\u8ad6\u6642\u306b\u30e2\u30c7\u30eb\u3092\u5b89\u5b9a\u3057\u3066\u5b9f\u884c\u3067\u304d\u308b\u3053\u3068\u306f\u5225\u306e\u6761\u4ef6\u3067\u3042\u308b\u3002<\/p>\n

qwen3.5:9b-q4_K_M \u306f\u3001\u30e2\u30c7\u30eb\u30c7\u30fc\u30bf\u3060\u3051\u3067\u304a\u3088\u305d 6.6 GB \u3092\u4f7f\u7528\u3059\u308b\u3002\u3053\u308c\u306b Ollama \u306e\u5b9f\u884c\u6642\u9818\u57df\u3001\u4f1a\u8a71\u6587\u8108\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3001Docker Desktop\u3001Open WebUI\u3001Qdrant\u3001\u767b\u9332\u6587\u66f8\u3001\u30d9\u30af\u30c8\u30eb\u7d22\u5f15\u306e\u4f7f\u7528\u91cf\u304c\u52a0\u308f\u308b\u3002SSD \u306b\u306f\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u3068 Docker \u30a4\u30e1\u30fc\u30b8\u3092\u4fdd\u5b58\u3067\u304d\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u66f4\u65b0\u6642\u306b\u65b0\u65e7\u30c7\u30fc\u30bf\u304c\u4e00\u6642\u7684\u306b\u4f75\u5b58\u3067\u304d\u308b\u4f59\u88d5\u3092\u78ba\u4fdd\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u78ba\u8a8d\u5bfe\u8c61<\/th>\n\u78ba\u8a8d\u3059\u308b\u5024<\/th>\n\u4e0d\u8db3\u3057\u305f\u5834\u5408\u306b\u8d77\u304d\u308b\u3053\u3068<\/th>\n\u521d\u671f\u5bfe\u5fdc<\/th>\n<\/tr>\n<\/thead>\n
CPU \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc<\/td>\narm64 \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n\u7570\u306a\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fc\u5411\u3051\u306e\u914d\u5e03\u7269\u3084\u30a4\u30e1\u30fc\u30b8\u3092\u9078\u3076\u3068\u3001\u8d77\u52d5\u4e0d\u80fd\u307e\u305f\u306f\u5909\u63db\u5b9f\u884c\u306b\u306a\u308b\u3002<\/td>\nApple Silicon \u7528\u306e Ollama \u3068 Docker Desktop \u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u30e6\u30cb\u30d5\u30a1\u30a4\u30c9\u30e1\u30e2\u30ea<\/td>\n\u642d\u8f09\u5bb9\u91cf\u3068\u901a\u5e38\u6642\u306e\u4f7f\u7528\u72b6\u6cc1\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n\u30e1\u30e2\u30ea\u5727\u8feb\u306b\u3088\u308a\u30b9\u30ef\u30c3\u30d7\u304c\u5897\u3048\u3001\u751f\u6210\u901f\u5ea6\u306e\u4f4e\u4e0b\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u505c\u6b62\u304c\u8d77\u304d\u308b\u3002<\/td>\n\u751f\u6210\u7528 LLM \u306e\u898f\u6a21\u3001\u6587\u8108\u9577\u3001Docker \u3078\u306e\u5272\u308a\u5f53\u3066\u3092\u4e0b\u3052\u308b\u3002<\/td>\n<\/tr>\n
SSD \u7a7a\u304d\u5bb9\u91cf<\/td>\ndf \u306e Available \u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n\u30e2\u30c7\u30eb\u53d6\u5f97\u3001\u30a4\u30e1\u30fc\u30b8\u66f4\u65b0\u3001\u6587\u66f8\u767b\u9332\u3001\u7d22\u5f15\u4f5c\u6210\u304c\u9014\u4e2d\u3067\u5931\u6557\u3059\u308b\u3002<\/td>\n\u4e0d\u8981\u306a\u30e2\u30c7\u30eb\u3068 Docker \u30c7\u30fc\u30bf\u3092\u6574\u7406\u3057\u3001\u66f4\u65b0\u7528\u306e\u7a7a\u304d\u5bb9\u91cf\u3092\u78ba\u4fdd\u3059\u308b\u3002<\/td>\n<\/tr>\n
macOS \u306e\u7248<\/td>\n\u88fd\u54c1\u7248\u3068\u30d3\u30eb\u30c9\u756a\u53f7\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n\u66f4\u65b0\u524d\u5f8c\u306e\u6027\u80fd\u5dee\u3084\u63a5\u7d9a\u969c\u5bb3\u3092\u3001\u69cb\u6210\u5909\u66f4\u3068\u533a\u5225\u3067\u304d\u306a\u304f\u306a\u308b\u3002<\/td>\n\u69cb\u7bc9\u8a18\u9332\u3078\u7248\u3068\u30d3\u30eb\u30c9\u756a\u53f7\u3092\u6b8b\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

16 GB \u6a5f\u3067\u306f\u30019B \u7d1a\u30e2\u30c7\u30eb\u306e\u8d77\u52d5\u3060\u3051\u3067\u76f4\u3061\u306b\u4f7f\u7528\u4e0d\u80fd\u306b\u306a\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u304c\u3001Docker Desktop \u3084\u4ed6\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u306e\u540c\u6642\u4f7f\u7528\u306b\u3088\u3063\u3066\u4f59\u88d5\u304c\u5c0f\u3055\u304f\u306a\u308b\u3002\u30e1\u30e2\u30ea\u5727\u8feb\u3084\u30b9\u30ef\u30c3\u30d7\u306e\u5897\u52a0\u304c\u7d9a\u304f\u5834\u5408\u306f\u3001\u751f\u6210\u7528 LLM \u3092 4B \u7d1a\u3078\u4e0b\u3052\u308b\u9078\u629e\u80a2\u3092\u6b8b\u3059\u300224 GB \u4ee5\u4e0a\u3067\u306f 9B \u7d1a\u3092\u521d\u671f\u69cb\u6210\u3068\u3057\u3066\u8a66\u3057\u3001\u5fdc\u7b54\u901f\u5ea6\u3068\u30e1\u30e2\u30ea\u5727\u529b\u3092\u89b3\u5bdf\u3057\u305f\u3046\u3048\u3067\u7dad\u6301\u3059\u308b\u304b\u5224\u65ad\u3059\u308b\u3002<\/p>\n

\u3053\u308c\u3089\u306e\u5bb9\u91cf\u5225\u5224\u65ad\u306f\u521d\u671f\u8a2d\u5b9a\u306e\u76ee\u5b89\u3067\u3042\u308a\u3001\u6a5f\u7a2e\u3054\u3068\u306e\u5b9f\u6e2c\u6027\u80fd\u3092\u793a\u3059\u3082\u306e\u3067\u306f\u306a\u3044\u3002<\/p>\n

\u30e2\u30c7\u30eb\u898f\u6a21\u306e\u5224\u65ad\u306f\u3001\u8aad\u307f\u8fbc\u3081\u305f\u304b\u3069\u3046\u304b\u3060\u3051\u3067\u306f\u6c7a\u3081\u306a\u3044\u3002\u77ed\u3044\u8cea\u554f\u306b\u306f\u5fdc\u7b54\u3067\u304d\u3066\u3082\u3001Knowledge \u304b\u3089\u53d6\u5f97\u3057\u305f\u8907\u6570\u306e\u30c1\u30e3\u30f3\u30af\u3068\u9577\u3044\u4f1a\u8a71\u5c65\u6b74\u3092\u540c\u6642\u306b\u5165\u529b\u3059\u308b\u3068\u3001\u5fc5\u8981\u306a\u8a18\u61b6\u5bb9\u91cf\u304c\u5897\u3048\u308b\u3002RAG \u306e\u5b9f\u7528\u6761\u4ef6\u306f\u3001\u30e2\u30c7\u30eb\u5358\u4f53\u306e\u8d77\u52d5\u8a66\u9a13\u3067\u306f\u306a\u304f\u3001\u6587\u66f8\u691c\u7d22\u3092\u542b\u3080\u5b9f\u969b\u306e\u5165\u529b\u9577\u3067\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

2.3 Ollama \u3068 Docker Desktop \u3092\u5c0e\u5165\u3059\u308b<\/h3>\n

Ollama \u306f\u516c\u5f0f\u306e macOS \u7528\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3001\u4e00\u5ea6\u8d77\u52d5\u3059\u308b\u3002\u521d\u56de\u8d77\u52d5\u306b\u3088\u3063\u3066\u3001\u30d0\u30c3\u30af\u30b0\u30e9\u30a6\u30f3\u30c9\u3067 API \u3092\u53d7\u3051\u4ed8\u3051\u308b\u72b6\u614b\u3092\u4f5c\u308a\u3001\u30bf\u30fc\u30df\u30ca\u30eb\u304b\u3089 ollama \u30b3\u30de\u30f3\u30c9\u3092\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u914d\u7f6e\u3057\u305f\u3060\u3051\u3067\u8d77\u52d5\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u3001\u30b3\u30de\u30f3\u30c9\u304c\u5b58\u5728\u3057\u3066\u3082 11434 \u756a\u30dd\u30fc\u30c8\u306e API \u306f\u5fdc\u7b54\u3057\u306a\u3044\u3002<\/p>\n

Docker Desktop \u3082\u516c\u5f0f\u306e Apple Silicon \u7528\u30a4\u30f3\u30b9\u30c8\u30fc\u30e9\u30fc\u304b\u3089\u5c0e\u5165\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u8d77\u52d5\u3059\u308b\u3002docker \u30b3\u30de\u30f3\u30c9\u304c\u5b58\u5728\u3057\u3066\u3044\u3066\u3082\u3001Docker Desktop \u306e\u4eee\u60f3\u74b0\u5883\u304c\u505c\u6b62\u3057\u3066\u3044\u308c\u3070\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u4f5c\u6210\u3084\u72b6\u614b\u78ba\u8a8d\u306f\u5b9f\u884c\u3067\u304d\u306a\u3044\u3002\u30b3\u30de\u30f3\u30c9\u306e\u5c0e\u5165\u3068\u5b9f\u884c\u57fa\u76e4\u306e\u8d77\u52d5\u3092\u5206\u3051\u3066\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

1
2
3
<\/div><\/td>
ollama --version
\ndocker version
\ndocker compose version<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

ollama –version \u3067\u306f\u3001\u5229\u7528\u3059\u308b Ollama \u306e\u7248\u3092\u8a18\u9332\u3059\u308b\u3002docker version \u3067\u306f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3060\u3051\u3067\u306a\u304f\u30b5\u30fc\u30d0\u30fc\u5074\u306e\u60c5\u5831\u304c\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u60c5\u5831\u3060\u3051\u304c\u8868\u793a\u3055\u308c\u3001\u30c7\u30fc\u30e2\u30f3\u3078\u306e\u63a5\u7d9a\u30a8\u30e9\u30fc\u304c\u8fd4\u308b\u5834\u5408\u306f\u3001Docker Desktop \u304c\u8d77\u52d5\u3057\u3066\u3044\u306a\u3044\u304b\u3001\u521d\u671f\u5316\u304c\u5b8c\u4e86\u3057\u3066\u3044\u306a\u3044\u3002<\/p>\n

docker compose version \u3067\u306f\u3001Docker Compose \u3092\u72ec\u7acb\u3057\u305f\u65e7\u30b3\u30de\u30f3\u30c9\u3067\u306f\u306a\u304f\u3001Docker CLI \u306e\u30b5\u30d6\u30b3\u30de\u30f3\u30c9\u3068\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002\u672c\u7a3f\u306e\u64cd\u4f5c\u306f docker-compose \u3067\u306f\u306a\u304f docker compose \u3092\u4f7f\u7528\u3057\u3001\u69cb\u6210\u306e\u8d77\u52d5\u3001\u505c\u6b62\u3001\u66f4\u65b0\u624b\u9806\u3092\u7d71\u4e00\u3059\u308b\u3002<\/p>\n

Docker Desktop \u306e Resources \u3067\u306f\u3001Open WebUI \u3068 Qdrant \u304c\u52d5\u4f5c\u3067\u304d\u308b\u30e1\u30e2\u30ea\u3092\u78ba\u4fdd\u3059\u308b\u3002\u305f\u3060\u3057\u3001Docker \u3078\u5272\u308a\u5f53\u3066\u305f\u30e1\u30e2\u30ea\u306f\u3001\u30db\u30b9\u30c8\u4e0a\u306e Ollama \u3068\u7121\u95a2\u4fc2\u306b\u5897\u3048\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3002\u4e21\u8005\u306f\u6700\u7d42\u7684\u306b\u540c\u3058\u30e6\u30cb\u30d5\u30a1\u30a4\u30c9\u30e1\u30e2\u30ea\u3092\u6d88\u8cbb\u3059\u308b\u305f\u3081\u3001Docker \u5074\u306e\u4e0a\u9650\u3092\u904e\u5270\u306b\u5e83\u3052\u308b\u3068\u3001\u6587\u66f8\u767b\u9332\u3084\u691c\u7d22\u306f\u5b89\u5b9a\u3057\u3066\u3082\u3001\u751f\u6210\u7528 LLM \u306e\u63a8\u8ad6\u6642\u306b\u30e1\u30e2\u30ea\u5727\u8feb\u304c\u767a\u751f\u3059\u308b\u3002<\/p>\n

24 GB \u6a5f\u3067\u306f\u3001Docker \u5074\u3092 4 GB \u524d\u5f8c\u304b\u3089\u958b\u59cb\u3057\u3001Open WebUI \u306e\u8d77\u52d5\u3001Qdrant \u3078\u306e\u4fdd\u5b58\u3001\u6587\u66f8\u767b\u9332\u6642\u306e\u4f7f\u7528\u91cf\u3092\u89b3\u5bdf\u3057\u3066\u8abf\u6574\u3059\u308b\u3002\u5927\u91cf\u306e\u6587\u66f8\u3092\u4e00\u5ea6\u306b\u767b\u9332\u3059\u308b\u3068\u3001\u6587\u5b57\u62bd\u51fa\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u8981\u6c42\u3001Qdrant \u3078\u306e\u4fdd\u5b58\u304c\u9023\u7d9a\u3059\u308b\u305f\u3081\u3001\u901a\u5e38\u5bfe\u8a71\u6642\u3088\u308a\u8ca0\u8377\u304c\u9ad8\u304f\u306a\u308b\u3002\u521d\u671f\u5024\u3092\u5927\u304d\u304f\u8a2d\u5b9a\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5b9f\u969b\u306e\u6587\u66f8\u91cf\u3067\u4e0d\u8db3\u304c\u78ba\u8a8d\u3055\u308c\u305f\u5834\u5408\u306b\u3060\u3051\u5897\u3084\u3059\u3002<\/p>\n\n\n\n\n\n\n\n
\u78ba\u8a8d\u72b6\u614b<\/th>\n\u89b3\u5bdf\u7d50\u679c<\/th>\n\u5224\u5b9a<\/th>\n<\/tr>\n<\/thead>\n
Ollama \u306e\u7248\u304c\u8868\u793a\u3055\u308c\u308b<\/td>\nollama –version \u304c\u6b63\u5e38\u7d42\u4e86\u3059\u308b\u3002<\/td>\n\u30b3\u30de\u30f3\u30c9\u306f\u5229\u7528\u3067\u304d\u308b\u304c\u3001API \u306e\u8d77\u52d5\u72b6\u614b\u306f\u5225\u9014\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
Docker \u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u30b5\u30fc\u30d0\u30fc\u304c\u8868\u793a\u3055\u308c\u308b<\/td>\ndocker version \u306b\u4e21\u65b9\u306e\u60c5\u5831\u304c\u51fa\u308b\u3002<\/td>\nDocker Desktop \u306e\u5b9f\u884c\u57fa\u76e4\u307e\u3067\u8d77\u52d5\u3057\u3066\u3044\u308b\u3002<\/td>\n<\/tr>\n
Compose \u306e\u7248\u304c\u8868\u793a\u3055\u308c\u308b<\/td>\ndocker compose version \u304c\u6b63\u5e38\u7d42\u4e86\u3059\u308b\u3002<\/td>\n\u5f8c\u7d9a\u306e\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u3092 Docker CLI \u304b\u3089\u64cd\u4f5c\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

2.4 \u4f7f\u7528\u30dd\u30fc\u30c8\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

\u30b5\u30fc\u30d3\u30b9\u3092\u8d77\u52d5\u3059\u308b\u524d\u306b\u3001\u4f7f\u7528\u3059\u308b\u30dd\u30fc\u30c8\u3068\u516c\u958b\u7bc4\u56f2\u3092\u56fa\u5b9a\u3059\u308b\u3002\u30dd\u30fc\u30c8\u756a\u53f7\u304c\u91cd\u8907\u3059\u308b\u3068\u30b3\u30f3\u30c6\u30ca\u30fc\u306f\u8d77\u52d5\u3067\u304d\u305a\u3001\u516c\u958b\u5148\u3092\u7701\u7565\u3059\u308b\u3068\u3001\u610f\u56f3\u305b\u305a\u30ed\u30fc\u30ab\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u4e0a\u306e\u5225\u7aef\u672b\u304b\u3089\u63a5\u7d9a\u53ef\u80fd\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u3002\u30ed\u30fc\u30ab\u30eb RAG \u3068\u3057\u3066\u4e00\u53f0\u306e MacBook Pro \u5185\u3067\u5229\u7528\u3059\u308b\u9650\u308a\u3001Open WebUI \u3068 Qdrant \u3092\u5916\u90e8\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3078\u516c\u958b\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u30dd\u30fc\u30c8<\/th>\n\u7528\u9014<\/th>\n\u63a5\u7d9a\u5143<\/th>\n\u516c\u958b\u7bc4\u56f2<\/th>\n<\/tr>\n<\/thead>\n
11434<\/td>\nOllama \u306e\u30ed\u30fc\u30ab\u30eb API \u306b\u4f7f\u7528\u3059\u308b\u3002<\/td>\nmacOS \u4e0a\u306e\u30b3\u30de\u30f3\u30c9\u3068\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u63a5\u7d9a\u3059\u308b\u3002<\/td>\nmacOS \u4e0a\u3067\u5229\u7528\u3057\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u306f host.docker.internal \u3092\u7d4c\u7531\u3059\u308b\u3002<\/td>\n<\/tr>\n
3000<\/td>\nOpen WebUI \u306e\u30d6\u30e9\u30a6\u30b6\u30fc\u753b\u9762\u306b\u4f7f\u7528\u3059\u308b\u3002<\/td>\nMacBook Pro \u4e0a\u306e\u30d6\u30e9\u30a6\u30b6\u30fc\u304b\u3089\u63a5\u7d9a\u3059\u308b\u3002<\/td>\n127.0.0.1 \u306b\u3060\u3051\u5272\u308a\u5f53\u3066\u308b\u3002<\/td>\n<\/tr>\n
6333<\/td>\nQdrant \u306e REST API \u3068\u7ba1\u7406\u753b\u9762\u306b\u4f7f\u7528\u3059\u308b\u3002<\/td>\nOpen WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u3068\u3001MacBook Pro \u4e0a\u306e\u78ba\u8a8d\u64cd\u4f5c\u304b\u3089\u63a5\u7d9a\u3059\u308b\u3002<\/td>\n127.0.0.1 \u306b\u3060\u3051\u5272\u308a\u5f53\u3066\u308b\u3002<\/td>\n<\/tr>\n
6334<\/td>\nQdrant \u306e gRPC API \u306b\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u5fc5\u8981\u306a\u5834\u5408\u306f Docker \u5185\u90e8\u306e\u30b5\u30fc\u30d3\u30b9\u304b\u3089\u63a5\u7d9a\u3059\u308b\u3002<\/td>\n\u672c\u69cb\u6210\u3067\u306f\u30db\u30b9\u30c8\u3078\u516c\u958b\u3057\u306a\u3044\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

Open WebUI \u306e 3000 \u756a\u30dd\u30fc\u30c8\u3092 127.0.0.1 \u3078\u9650\u5b9a\u3059\u308b\u3068\u3001\u540c\u3058 MacBook Pro \u4e0a\u306e\u30d6\u30e9\u30a6\u30b6\u30fc\u304b\u3089\u306f\u63a5\u7d9a\u3067\u304d\u308b\u304c\u3001\u540c\u4e00\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u4e0a\u306e\u5225\u7aef\u672b\u304b\u3089\u306f\u76f4\u63a5\u63a5\u7d9a\u3067\u304d\u306a\u3044\u3002Qdrant \u306e 6333 \u756a\u30dd\u30fc\u30c8\u3082\u540c\u69d8\u306b\u9650\u5b9a\u3059\u308b\u3002Qdrant \u306b\u306f\u767b\u9332\u6587\u66f8\u306e\u65ad\u7247\u3084\u30d9\u30af\u30c8\u30eb\u304c\u4fdd\u5b58\u3055\u308c\u308b\u305f\u3081\u3001\u8a8d\u8a3c\u3084\u5916\u90e8\u516c\u958b\u306e\u8a2d\u8a08\u3092\u884c\u3063\u3066\u3044\u306a\u3044\u6bb5\u968e\u3067\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3078\u516c\u958b\u3057\u306a\u3044\u3002<\/p>\n

6334 \u756a\u30dd\u30fc\u30c8\u306f Qdrant \u306e gRPC \u306b\u4f7f\u7528\u3055\u308c\u308b\u304c\u3001\u672c\u69cb\u6210\u3067\u306f\u30db\u30b9\u30c8\u4e0a\u304b\u3089\u76f4\u63a5\u5229\u7528\u3057\u306a\u3044\u3002Open WebUI \u3068 Qdrant \u306f\u540c\u3058 Docker Compose \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u3067\u30b5\u30fc\u30d3\u30b9\u540d\u3092\u4f7f\u3063\u3066\u901a\u4fe1\u3067\u304d\u308b\u305f\u3081\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u9593\u901a\u4fe1\u306b\u5fc5\u8981\u306a\u30dd\u30fc\u30c8\u3092\u3059\u3079\u3066 macOS \u5074\u3078\u516c\u958b\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u3002\u30db\u30b9\u30c8\u3078\u306e\u516c\u958b\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u30fc\u3084\u78ba\u8a8d\u7528\u30b3\u30de\u30f3\u30c9\u304b\u3089\u76f4\u63a5\u63a5\u7d9a\u3059\u308b\u3082\u306e\u306b\u9650\u5b9a\u3059\u308b\u3002<\/p>\n

\u8d77\u52d5\u524d\u306b\u3001\u4e88\u5b9a\u3057\u3066\u3044\u308b\u30dd\u30fc\u30c8\u3092\u5225\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u5f85\u3061\u53d7\u3051\u3066\u3044\u306a\u3044\u304b\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

1
2
3
<\/div><\/td>
lsof -nP -iTCP:11434 -sTCP:LISTEN
\nlsof -nP -iTCP:3000 -sTCP:LISTEN
\nlsof -nP -iTCP:6333 -sTCP:LISTEN<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

3000 \u756a\u3068 6333 \u756a\u3067\u51fa\u529b\u304c\u7a7a\u3067\u3042\u308c\u3070\u3001\u73fe\u6642\u70b9\u3067\u305d\u306e\u30dd\u30fc\u30c8\u3092\u5f85\u3061\u53d7\u3051\u3066\u3044\u308b\u30d7\u30ed\u30bb\u30b9\u306f\u306a\u3044\u3002\u51fa\u529b\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u30d7\u30ed\u30bb\u30b9\u540d\u3068 PID \u3092\u78ba\u8a8d\u3057\u3001\u505c\u6b62\u3059\u308b\u304b\u3001Docker Compose \u5074\u306e\u30db\u30b9\u30c8\u30dd\u30fc\u30c8\u3092\u5909\u66f4\u3059\u308b\u3002\u65e2\u5b58\u30b5\u30fc\u30d3\u30b9\u3092\u78ba\u8a8d\u305b\u305a\u306b\u7d42\u4e86\u3055\u305b\u3066\u306f\u306a\u3089\u306a\u3044\u3002<\/p>\n

11434 \u756a\u306f\u3001Ollama \u3092\u8d77\u52d5\u3057\u305f\u5f8c\u3067\u3042\u308c\u3070\u5f85\u3061\u53d7\u3051\u304c\u78ba\u8a8d\u3067\u304d\u308b\u3002Ollama \u3092\u8d77\u52d5\u3057\u3066\u3044\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u51fa\u529b\u304c\u306a\u3044\u5834\u5408\u3001Open WebUI \u306e\u8a2d\u5b9a\u3092\u9032\u3081\u308b\u524d\u306b Ollama \u5074\u306e\u72b6\u614b\u3092\u8abf\u3079\u308b\u3002\u30db\u30b9\u30c8\u4e0a\u3067 API \u304c\u5f85\u3061\u53d7\u3051\u3066\u3044\u306a\u3051\u308c\u3070\u3001host.docker.internal \u306e\u6307\u5b9a\u304c\u6b63\u3057\u304f\u3066\u3082\u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u63a5\u7d9a\u3067\u304d\u306a\u3044\u3002<\/p>\n

\u30dd\u30fc\u30c8\u8a2d\u8a08\u306b\u3088\u3063\u3066\u3001\u5229\u7528\u7d4c\u8def\u3068\u516c\u958b\u7bc4\u56f2\u3092\u4e00\u81f4\u3055\u305b\u308b\u3002\u751f\u6210\u3068\u57cb\u3081\u8fbc\u307f\u306f Open WebUI \u304b\u3089\u30db\u30b9\u30c8\u4e0a\u306e Ollama \u3078\u63a5\u7d9a\u3057\u3001Open WebUI \u3068 Qdrant \u306e\u78ba\u8a8d\u753b\u9762\u306f MacBook Pro \u81ea\u8eab\u304b\u3089\u3060\u3051\u958b\u304f\u3002RAG \u3092\u30ed\u30fc\u30ab\u30eb\u3067\u52d5\u304b\u3059\u3068\u3044\u3046\u6761\u4ef6\u306b\u306f\u3001\u30e2\u30c7\u30eb\u3068\u6587\u66f8\u3092\u7aef\u672b\u5185\u3078\u7f6e\u304f\u3060\u3051\u3067\u306a\u304f\u3001\u4e0d\u8981\u306a\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u516c\u958b\u3092\u884c\u308f\u306a\u3044\u3053\u3068\u3082\u542b\u307e\u308c\u308b\u3002<\/p>\n

\n

3. Ollama \u306e\u751f\u6210\u7528 LLM \u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u500b\u5225\u306b\u78ba\u8a8d\u3059\u308b<\/h2>\n

3.1 Ollama API \u306e\u8d77\u52d5\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

Open WebUI \u3068\u63a5\u7d9a\u3059\u308b\u524d\u306b\u3001macOS \u4e0a\u306e Ollama \u304c\u5358\u72ec\u3067\u5fdc\u7b54\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002Open WebUI \u306f\u3001Ollama \u306e HTTP API \u3092\u901a\u3058\u3066\u3001\u53d6\u5f97\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u4e00\u89a7\u3001\u6587\u7ae0\u751f\u6210\u3001\u57cb\u3081\u8fbc\u307f\u751f\u6210\u3092\u547c\u3073\u51fa\u3059[11]<\/a>\u3002\u3053\u306e\u6bb5\u968e\u3067 API \u304c\u5fdc\u7b54\u3057\u306a\u3051\u308c\u3070\u3001\u5f8c\u304b\u3089 Open WebUI \u3084 Qdrant \u3092\u8d77\u52d5\u3057\u3066\u3082 RAG \u306e\u51e6\u7406\u7d4c\u8def\u306f\u6210\u7acb\u3057\u306a\u3044\u3002<\/p>\n

\/api\/tags \u306f\u3001Ollama \u306e\u30ed\u30fc\u30ab\u30eb\u9818\u57df\u3078\u53d6\u5f97\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u8fd4\u3059\u3002\u3053\u308c\u306b\u5bfe\u3057\u3066 ollama ps \u306f\u3001\u73fe\u5728\u30e1\u30e2\u30ea\u3078\u8aad\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3092\u8868\u793a\u3059\u308b\u3002\u4fdd\u5b58\u6e08\u307f\u30e2\u30c7\u30eb\u3068\u5b9f\u884c\u4e2d\u30e2\u30c7\u30eb\u306f\u7570\u306a\u308b\u305f\u3081\u3001\u4e8c\u3064\u306e\u7d50\u679c\u3092\u540c\u3058\u610f\u5473\u3067\u6271\u308f\u306a\u3044\u3002<\/p>\n

1
2
3
<\/div><\/td>
curl -fsS http:\/\/localhost:11434\/api\/tags | python3 -m json.tool
\nollama list
\nollama ps<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

curl \u304c\u6b63\u5e38\u7d42\u4e86\u3057\u3066 JSON \u3092\u8fd4\u305b\u3070\u300111434 \u756a\u30dd\u30fc\u30c8\u306e Ollama API \u3078\u63a5\u7d9a\u3067\u304d\u3066\u3044\u308b\u3002\u30e2\u30c7\u30eb\u3092\u307e\u3060\u53d6\u5f97\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u3001models \u306f\u7a7a\u306e\u914d\u5217\u306b\u306a\u308b\u3002\u3053\u308c\u306f API \u306e\u969c\u5bb3\u3067\u306f\u306a\u304f\u3001\u30ed\u30fc\u30ab\u30eb\u306b\u5229\u7528\u53ef\u80fd\u306a\u30e2\u30c7\u30eb\u304c\u5b58\u5728\u3057\u306a\u3044\u72b6\u614b\u3092\u793a\u3059\u3002<\/p>\n

ollama list \u306b\u30e2\u30c7\u30eb\u304c\u8868\u793a\u3055\u308c\u3066\u3082\u3001ollama ps \u304c\u7a7a\u306b\u306a\u308b\u3053\u3068\u306f\u3042\u308b\u3002\u53d6\u5f97\u6e08\u307f\u30e2\u30c7\u30eb\u306f SSD \u306b\u4fdd\u5b58\u3055\u308c\u308b\u304c\u3001\u63a8\u8ad6\u8981\u6c42\u3092\u53d7\u3051\u308b\u307e\u3067\u306f\u30e1\u30e2\u30ea\u3078\u8aad\u307f\u8fbc\u307e\u308c\u306a\u3044\u305f\u3081\u3067\u3042\u308b\u3002\u751f\u6210\u307e\u305f\u306f\u57cb\u3081\u8fbc\u307f\u3092\u4e00\u5ea6\u5b9f\u884c\u3057\u305f\u5f8c\u306b ollama ps \u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001\u8aad\u307f\u8fbc\u307e\u308c\u305f\u30e2\u30c7\u30eb\u3001\u4f7f\u7528\u91cf\u3001\u51e6\u7406\u88c5\u7f6e\u3001\u5272\u308a\u5f53\u3066\u3089\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/p>\n\n\n\n\n\n\n\n
\u78ba\u8a8d\u65b9\u6cd5<\/th>\n\u78ba\u8a8d\u5bfe\u8c61<\/th>\n\u7a7a\u306e\u5834\u5408\u306e\u610f\u5473<\/th>\n\u30a8\u30e9\u30fc\u306e\u5834\u5408\u306e\u78ba\u8a8d\u5148<\/th>\n<\/tr>\n<\/thead>\n
\/api\/tags<\/td>\nAPI \u306e\u5fdc\u7b54\u3068\u53d6\u5f97\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\nAPI \u306f\u52d5\u4f5c\u3057\u3066\u3044\u308b\u304c\u3001\u30e2\u30c7\u30eb\u3092\u307e\u3060\u53d6\u5f97\u3057\u3066\u3044\u306a\u3044\u3002<\/td>\nOllama \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8d77\u52d5\u72b6\u614b\u3068 11434 \u756a\u30dd\u30fc\u30c8\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
ollama list<\/td>\n\u30ed\u30fc\u30ab\u30eb\u3078\u4fdd\u5b58\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n\u751f\u6210\u7528\u30e2\u30c7\u30eb\u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u307e\u3060\u53d6\u5f97\u3057\u3066\u3044\u306a\u3044\u3002<\/td>\nOllama \u306e\u5c0e\u5165\u72b6\u614b\u3068\u5229\u7528\u8005\u306e\u30e2\u30c7\u30eb\u4fdd\u5b58\u9818\u57df\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
ollama ps<\/td>\n\u73fe\u5728\u30e1\u30e2\u30ea\u3078\u8aad\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n\u5b9f\u884c\u4e2d\u307e\u305f\u306f\u5f85\u6a5f\u4e2d\u306e\u30e2\u30c7\u30eb\u304c\u306a\u3044\u3002<\/td>\n\u751f\u6210\u8981\u6c42\u307e\u305f\u306f\u57cb\u3081\u8fbc\u307f\u8981\u6c42\u304c\u6b63\u5e38\u7d42\u4e86\u3057\u305f\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u63a5\u7d9a\u62d2\u5426\u306b\u306a\u308b\u5834\u5408\u306f\u3001Ollama \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u8d77\u52d5\u3057\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002JSON \u3067\u306f\u306a\u304f HTML \u3084\u5225\u30b5\u30fc\u30d3\u30b9\u306e\u5fdc\u7b54\u304c\u8fd4\u308b\u5834\u5408\u306f\u300111434 \u756a\u30dd\u30fc\u30c8\u3092 Ollama \u4ee5\u5916\u306e\u30d7\u30ed\u30bb\u30b9\u304c\u4f7f\u7528\u3057\u3066\u3044\u306a\u3044\u304b\u3092\u8abf\u3079\u308b\u3002Open WebUI \u5074\u306e\u63a5\u7d9a\u8a2d\u5b9a\u3092\u5909\u66f4\u3059\u308b\u306e\u306f\u3001\u30db\u30b9\u30c8\u4e0a\u306e API \u304c\u6b63\u5e38\u306b\u5fdc\u7b54\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u305f\u5f8c\u3067\u3042\u308b\u3002<\/p>\n

3.2 \u751f\u6210\u7528\u30e2\u30c7\u30eb\u3092\u53d6\u5f97\u3059\u308b<\/h3>\n

\u751f\u6210\u7528\u30e2\u30c7\u30eb\u306b\u306f qwen3.5:9b-q4_K_M \u3092\u4f7f\u7528\u3059\u308b\u30029B \u306f\u30e2\u30c7\u30eb\u306e\u304a\u304a\u3088\u305d\u306e\u898f\u6a21\u3092\u793a\u3057\u3001q4_K_M \u306f\u91cd\u307f\u3092 4 \u30d3\u30c3\u30c8\u3078\u91cf\u5b50\u5316\u3057\u305f\u5f62\u5f0f\u3092\u793a\u3059\u3002\u91cf\u5b50\u5316\u306b\u3088\u3063\u3066\u4fdd\u5b58\u5bb9\u91cf\u3068\u5b9f\u884c\u6642\u306e\u8a18\u61b6\u4f7f\u7528\u91cf\u3092\u6291\u3048\u3089\u308c\u308b\u305f\u3081\u3001MacBook Pro \u306e\u9650\u3089\u308c\u305f\u30e6\u30cb\u30d5\u30a1\u30a4\u30c9\u30e1\u30e2\u30ea\u3067\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3057\u3084\u3059\u304f\u306a\u308b\u3002<\/p>\n

\u91cf\u5b50\u5316\u306f\u3001\u5143\u306e\u91cd\u307f\u3092\u3088\u308a\u5c11\u306a\u3044\u30d3\u30c3\u30c8\u6570\u3067\u8868\u73fe\u3059\u308b\u51e6\u7406\u3067\u3042\u308b\u3002\u4fdd\u5b58\u5bb9\u91cf\u304c\u6e1b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u63a8\u8ad6\u6642\u306b\u8aad\u307f\u8fbc\u3080\u30c7\u30fc\u30bf\u91cf\u3082\u5c0f\u3055\u304f\u306a\u308b\u4e00\u65b9\u3001\u5143\u306e\u7cbe\u5ea6\u3092\u5b8c\u5168\u306b\u306f\u4fdd\u6301\u3057\u306a\u3044\u3002q4_K_M \u306f\u3001\u6700\u5927\u7cbe\u5ea6\u3092\u6c42\u3081\u308b\u69cb\u6210\u3067\u306f\u306a\u304f\u3001\u5fdc\u7b54\u54c1\u8cea\u3001\u8a18\u61b6\u4f7f\u7528\u91cf\u3001\u751f\u6210\u901f\u5ea6\u306e\u5747\u8861\u3092\u53d6\u308b\u305f\u3081\u306e\u9078\u629e\u3067\u3042\u308b\u3002<\/p>\n

Ollama \u306e\u30e2\u30c7\u30eb\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u306b\u306f\u3001qwen3.5:9b-q4_K_M \u306e\u30bf\u30b0\u3001\u91cf\u5b50\u5316\u5f62\u5f0f\u3001\u5bb9\u91cf\u3001\u5bfe\u5fdc\u3059\u308b\u6700\u5927\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u304c\u63b2\u8f09\u3055\u308c\u3066\u3044\u308b[12]<\/a>\u3002\u672c\u7a3f\u306e\u69cb\u7bc9\u6642\u70b9\u3067\u306f\u3001\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u306f\u7d04 6.6 GB \u3067\u3042\u308b\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u5024\u306f SSD \u4e0a\u306e\u30e2\u30c7\u30eb\u30d5\u30a1\u30a4\u30eb\u5bb9\u91cf\u3067\u3042\u308a\u3001\u5b9f\u884c\u6642\u306e\u7dcf\u8a18\u61b6\u4f7f\u7528\u91cf\u3092\u8868\u3059\u3082\u306e\u3067\u306f\u306a\u3044\u3002<\/p>\n

1
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<\/div><\/td>
ollama pull qwen3.5:9b-q4_K_M
\nollama list
\nollama show qwen3.5:9b-q4_K_M<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

ollama pull \u304c\u5b8c\u4e86\u3057\u305f\u5f8c\u3001ollama list \u3067\u30e2\u30c7\u30eb\u540d\u3068\u4fdd\u5b58\u5bb9\u91cf\u3092\u78ba\u8a8d\u3059\u308b\u3002ollama show \u3067\u306f\u3001\u30e2\u30c7\u30eb\u7cfb\u5217\u3001\u91cf\u5b50\u5316\u5f62\u5f0f\u3001\u5bfe\u5fdc\u6a5f\u80fd\u3001\u30e2\u30c7\u30eb\u306b\u8a2d\u5b9a\u3055\u308c\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002\u8a18\u4e8b\u5185\u3067\u306f\u30bf\u30b0\u3092\u7701\u7565\u305b\u305a\u3001\u691c\u8a3c\u3057\u305f\u91cf\u5b50\u5316\u5f62\u5f0f\u307e\u3067\u542b\u3081\u3066\u8a18\u9332\u3059\u308b\u3002\u540c\u3058 qwen3.5:9b \u7cfb\u5217\u3067\u3082\u3001\u7570\u306a\u308b\u91cf\u5b50\u5316\u30bf\u30b0\u3092\u4f7f\u7528\u3059\u308c\u3070\u3001\u5bb9\u91cf\u3068\u5b9f\u884c\u7279\u6027\u304c\u5909\u308f\u308b\u305f\u3081\u3067\u3042\u308b\u3002<\/p>\n

16 GB \u6a5f\u3067\u7d99\u7d9a\u7684\u306a\u30e1\u30e2\u30ea\u5727\u8feb\u3001\u30b9\u30ef\u30c3\u30d7\u306e\u5897\u52a0\u3001\u8457\u3057\u3044\u751f\u6210\u901f\u5ea6\u4f4e\u4e0b\u304c\u8d77\u304d\u308b\u5834\u5408\u306f\u3001\u540c\u3058\u7cfb\u5217\u306e 4B \u7d1a\u30e2\u30c7\u30eb\u3078\u5909\u66f4\u3059\u308b\u3002\u30e2\u30c7\u30eb\u898f\u6a21\u3092\u4e0b\u3052\u308b\u969b\u3082\u3001\u3069\u306e\u91cf\u5b50\u5316\u5f62\u5f0f\u3092\u4f7f\u7528\u3057\u305f\u304b\u3092\u56fa\u5b9a\u3059\u308b\u3002\u5358\u306b qwen3.5:4b \u3068\u8a18\u9332\u3059\u308b\u3068\u3001\u5f8c\u306b\u65e2\u5b9a\u30bf\u30b0\u306e\u5185\u5bb9\u304c\u5909\u308f\u3063\u305f\u5834\u5408\u3001\u540c\u3058\u69cb\u6210\u3092\u518d\u73fe\u3067\u304d\u306a\u304f\u306a\u308b\u3002<\/p>\n

\u751f\u6210\u7528\u30e2\u30c7\u30eb\u306e\u5909\u66f4\u306f\u3001\u65e2\u5b58\u6587\u66f8\u306e\u518d\u767b\u9332\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044\u3002\u6587\u66f8\u3068\u8cea\u554f\u3092\u30d9\u30af\u30c8\u30eb\u3078\u5909\u63db\u3059\u308b\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u7dad\u6301\u3059\u308b\u9650\u308a\u3001Qdrant \u5185\u306e\u7d22\u5f15\u306f\u305d\u306e\u307e\u307e\u5229\u7528\u3067\u304d\u308b\u3002\u751f\u6210\u7528\u30e2\u30c7\u30eb\u3092 9B \u7d1a\u304b\u3089 4B \u7d1a\u3078\u5909\u66f4\u3057\u305f\u5834\u5408\u306b\u6bd4\u8f03\u3059\u308b\u306e\u306f\u3001\u540c\u3058\u691c\u7d22\u7d50\u679c\u306b\u5bfe\u3059\u308b\u56de\u7b54\u306e\u5fe0\u5b9f\u6027\u3001\u6587\u7ae0\u54c1\u8cea\u3001\u901f\u5ea6\u3001\u8a18\u61b6\u4f7f\u7528\u91cf\u3067\u3042\u308b\u3002<\/p>\n

3.3 \u751f\u6210 API \u3092\u5358\u4f53\u3067\u8a66\u9a13\u3059\u308b<\/h3>\n

Open WebUI \u3092\u8d77\u52d5\u3059\u308b\u524d\u306b\u3001Ollama \u306e\u751f\u6210 API \u3078\u76f4\u63a5\u8981\u6c42\u3092\u9001\u308a\u3001\u65e5\u672c\u8a9e\u5165\u529b\u304b\u3089\u56de\u7b54\u3092\u751f\u6210\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002\u3053\u3053\u3067\u5931\u6557\u3059\u308b\u5834\u5408\u3001\u539f\u56e0\u306f Open WebUI \u3084 Qdrant \u3067\u306f\u306a\u304f\u3001Ollama \u306e\u8d77\u52d5\u3001\u30e2\u30c7\u30eb\u53d6\u5f97\u3001\u30e2\u30c7\u30eb\u8aad\u307f\u8fbc\u307f\u3001\u307e\u305f\u306f\u751f\u6210\u51e6\u7406\u306b\u3042\u308b\u3002<\/p>\n

\/api\/generate \u306f\u3001\u30e2\u30c7\u30eb\u540d\u3068\u5165\u529b\u6587\u3092\u53d7\u3051\u53d6\u308a\u3001\u751f\u6210\u7d50\u679c\u3092\u8fd4\u3059\u3002\u65e2\u5b9a\u3067\u306f\u5fdc\u7b54\u304c\u9010\u6b21\u8fd4\u3055\u308c\u308b\u305f\u3081\u3001\u691c\u8a3c\u3067\u306f stream \u3092 false \u306b\u3057\u3066\u3001\u4e00\u3064\u306e JSON \u3068\u3057\u3066\u7d50\u679c\u3068\u8a08\u6e2c\u5024\u3092\u53d6\u5f97\u3059\u308b\u3002\u601d\u8003\u51fa\u529b\u306b\u5bfe\u5fdc\u3059\u308b\u30e2\u30c7\u30eb\u3067\u306f\u3001\u691c\u8a3c\u5bfe\u8c61\u3092\u6700\u7d42\u56de\u7b54\u3078\u9650\u5b9a\u3059\u308b\u305f\u3081\u3001think \u3082 false \u306b\u56fa\u5b9a\u3059\u308b\u3002<\/p>\n

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<\/div><\/td>
curl -fsS http:\/\/localhost:11434\/api\/generate \\
\n  -H 'Content-Type: application\/json' \\
\n  -d '{
\n    "model": "qwen3.5:9b-q4_K_M",
\n    "prompt": "\u30ed\u30fc\u30ab\u30eb RAG \u306b\u304a\u3051\u308b\u751f\u6210\u7528 LLM \u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u5f79\u5272\u306e\u9055\u3044\u3092\u4e09\u6587\u3067\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002",
\n    "stream": false,
\n    "think": false
\n  }' | tee \/tmp\/ollama-generate.json | python3 -m json.tool<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

response \u306b\u65e5\u672c\u8a9e\u306e\u56de\u7b54\u304c\u5165\u308a\u3001done \u304c true \u306b\u306a\u308c\u3070\u3001\u751f\u6210\u8981\u6c42\u306f\u6700\u5f8c\u307e\u3067\u5b8c\u4e86\u3057\u3066\u3044\u308b\u3002\u8cea\u554f\u5185\u5bb9\u306b\u5bfe\u3059\u308b\u6b63\u78ba\u3055\u306f\u5225\u9014\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304c\u3001\u5c11\u306a\u304f\u3068\u3082 Open WebUI \u3092\u4ecb\u3055\u306a\u3044\u751f\u6210\u7d4c\u8def\u304c\u6210\u7acb\u3057\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/p>\n

Ollama \u306e\u975e\u9010\u6b21\u5fdc\u7b54\u306b\u306f\u3001\u5165\u529b\u51e6\u7406\u6642\u9593\u3001\u751f\u6210\u6642\u9593\u3001\u5165\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u306a\u3069\u306e\u8a08\u6e2c\u5024\u304c\u542b\u307e\u308c\u308b[13]<\/a>\u3002\u5404\u6642\u9593\u306f\u30ca\u30ce\u79d2\u3067\u8fd4\u3055\u308c\u308b\u305f\u3081\u3001\u79d2\u3078\u63db\u7b97\u3057\u3066\u8a18\u9332\u3059\u308b\u3002\u51fa\u529b\u901f\u5ea6\u306f\u3001eval_count \u3092 eval_duration \u306e\u79d2\u6570\u3067\u5272\u308b\u3053\u3068\u3067\u6c42\u3081\u3089\u308c\u308b\u3002<\/p>\n

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<\/div><\/td>
python3 - <<'PY'
\nimport json
\n
\nwith open("\/tmp\/ollama-generate.json", encoding="utf-8") as file:
\n    data = json.load(file)
\n
\ntotal_seconds = data["total_duration"] \/ 1_000_000_000
\nload_seconds = data["load_duration"] \/ 1_000_000_000
\nprompt_seconds = data["prompt_eval_duration"] \/ 1_000_000_000
\neval_seconds = data["eval_duration"] \/ 1_000_000_000
\ntokens_per_second = data["eval_count"] \/ eval_seconds if eval_seconds else 0.0
\n
\nprint(f"total_seconds={total_seconds:.3f}")
\nprint(f"load_seconds={load_seconds:.3f}")
\nprint(f"prompt_tokens={data['prompt_eval_count']}")
\nprint(f"prompt_seconds={prompt_seconds:.3f}")
\nprint(f"output_tokens={data['eval_count']}")
\nprint(f"generation_seconds={eval_seconds:.3f}")
\nprint(f"tokens_per_second={tokens_per_second:.2f}")
\nPY<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n\n\n\n\n\n\n\n\n\n\n
\u9805\u76ee<\/th>\n\u610f\u5473<\/th>\n\u5224\u5b9a\u3078\u306e\u4f7f\u3044\u65b9<\/th>\n<\/tr>\n<\/thead>\n
total_duration<\/td>\n\u8981\u6c42\u958b\u59cb\u304b\u3089\u5b8c\u4e86\u307e\u3067\u306e\u7dcf\u6642\u9593\u3092\u793a\u3059\u3002<\/td>\n\u5229\u7528\u8005\u304c\u5f85\u3064\u7dcf\u6642\u9593\u306e\u6bd4\u8f03\u306b\u4f7f\u3046\u3002<\/td>\n<\/tr>\n
load_duration<\/td>\n\u30e2\u30c7\u30eb\u3092\u30e1\u30e2\u30ea\u3078\u8aad\u307f\u8fbc\u3080\u305f\u3081\u306b\u4f7f\u3063\u305f\u6642\u9593\u3092\u793a\u3059\u3002<\/td>\n\u521d\u56de\u5b9f\u884c\u3068\u9023\u7d9a\u5b9f\u884c\u306e\u5dee\u3092\u5206\u96e2\u3059\u308b\u3002<\/td>\n<\/tr>\n
prompt_eval_count<\/td>\n\u51e6\u7406\u3057\u305f\u5165\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u793a\u3059\u3002<\/td>\n\u8cea\u554f\u3084\u53d6\u5f97\u6587\u66f8\u306e\u9577\u3055\u304c\u5897\u3048\u305f\u5834\u5408\u306e\u8ca0\u8377\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/td>\n<\/tr>\n
prompt_eval_duration<\/td>\n\u5165\u529b\u30c8\u30fc\u30af\u30f3\u3092\u51e6\u7406\u3057\u305f\u6642\u9593\u3092\u793a\u3059\u3002<\/td>\nRAG \u3067\u8907\u6570\u30c1\u30e3\u30f3\u30af\u3092\u8ffd\u52a0\u3057\u305f\u3068\u304d\u306e\u5165\u529b\u51e6\u7406\u8ca0\u8377\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
eval_count<\/td>\n\u751f\u6210\u3057\u305f\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u6570\u3092\u793a\u3059\u3002<\/td>\n\u56de\u7b54\u91cf\u304c\u7570\u306a\u308b\u8a66\u9a13\u3092\u6642\u9593\u3060\u3051\u3067\u6bd4\u8f03\u3057\u306a\u3044\u305f\u3081\u306b\u4f7f\u3046\u3002<\/td>\n<\/tr>\n
eval_duration<\/td>\n\u51fa\u529b\u30c8\u30fc\u30af\u30f3\u3092\u751f\u6210\u3057\u305f\u6642\u9593\u3092\u793a\u3059\u3002<\/td>\n\u4e00\u79d2\u5f53\u305f\u308a\u306e\u751f\u6210\u30c8\u30fc\u30af\u30f3\u6570\u3092\u7b97\u51fa\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u521d\u56de\u8981\u6c42\u3067\u306f\u3001\u30e2\u30c7\u30eb\u3092 SSD \u304b\u3089\u30e6\u30cb\u30d5\u30a1\u30a4\u30c9\u30e1\u30e2\u30ea\u3078\u8aad\u307f\u8fbc\u3080\u305f\u3081\u3001load_duration \u304c\u5927\u304d\u304f\u306a\u308b\u3002\u30e2\u30c7\u30eb\u304c\u5f85\u6a5f\u72b6\u614b\u306b\u6b8b\u3063\u3066\u3044\u308b\u9593\u306b\u540c\u3058\u8981\u6c42\u3092\u518d\u5b9f\u884c\u3059\u308b\u3068\u3001\u8aad\u307f\u8fbc\u307f\u6642\u9593\u304c\u77ed\u304f\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u3002\u521d\u56de\u5024\u3068\u9023\u7d9a\u5b9f\u884c\u5024\u3092\u6df7\u5728\u3055\u305b\u305a\u3001\u5c11\u306a\u304f\u3068\u3082\u4e8c\u56de\u5b9f\u884c\u3057\u3066\u533a\u5225\u3059\u308b\u3002<\/p>\n

ollama ps \u3067\u306f\u3001\u751f\u6210\u5f8c\u306b\u30e2\u30c7\u30eb\u304c\u3069\u306e\u51e6\u7406\u88c5\u7f6e\u3078\u8aad\u307f\u8fbc\u307e\u308c\u305f\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002CPU \u3078\u306e\u9000\u907f\u304c\u5897\u3048\u3066\u3044\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u81ea\u4f53\u306f\u52d5\u4f5c\u3057\u3066\u3082\u751f\u6210\u901f\u5ea6\u304c\u5927\u304d\u304f\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u56de\u7b54\u6587\u3060\u3051\u3067\u306a\u304f\u3001PROCESSOR\u3001CONTEXT\u3001\u751f\u6210\u901f\u5ea6\u3092\u4f75\u8a18\u3059\u308b\u3053\u3068\u3067\u3001MacBook Pro \u4e0a\u3067\u7d99\u7d9a\u5229\u7528\u3067\u304d\u308b\u69cb\u6210\u304b\u3092\u5224\u65ad\u3067\u304d\u308b\u3002<\/p>\n

3.4 \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u53d6\u5f97\u3059\u308b<\/h3>\n

\u57cb\u3081\u8fbc\u307f\u306f\u3001\u6587\u7ae0\u3092\u56fa\u5b9a\u9577\u306e\u6570\u5024\u30d9\u30af\u30c8\u30eb\u3078\u5909\u63db\u3059\u308b\u51e6\u7406\u3067\u3042\u308b\u3002\u751f\u6210\u7528 LLM \u304c\u6587\u7ae0\u3092\u51fa\u529b\u3059\u308b\u306e\u306b\u5bfe\u3057\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306f\u6587\u7ae0\u540c\u58eb\u306e\u610f\u5473\u7684\u306a\u8fd1\u3055\u3092\u8a08\u7b97\u3067\u304d\u308b\u8868\u73fe\u3092\u51fa\u529b\u3059\u308b\u3002\u5f97\u3089\u308c\u305f\u30d9\u30af\u30c8\u30eb\u306f\u3001\u610f\u5473\u691c\u7d22\u3001\u985e\u4f3c\u6587\u66f8\u691c\u7d22\u3001\u5206\u985e\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001RAG \u306b\u4f7f\u7528\u3055\u308c\u308b[14]<\/a>\u3002<\/p>\n

\u672c\u69cb\u6210\u3067\u306f embeddinggemma \u3092\u4f7f\u7528\u3059\u308b\u3002\u751f\u6210\u7528\u30e2\u30c7\u30eb\u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5206\u96e2\u3059\u308b\u3053\u3068\u3067\u3001\u56de\u7b54\u751f\u6210\u306b\u5fc5\u8981\u306a\u898f\u6a21\u3068\u3001\u6587\u66f8\u691c\u7d22\u306b\u5fc5\u8981\u306a\u51e6\u7406\u3092\u500b\u5225\u306b\u9078\u629e\u3067\u304d\u308b\u3002\u57cb\u3081\u8fbc\u307f\u51e6\u7406\u306b 9B \u7d1a\u306e\u751f\u6210\u30e2\u30c7\u30eb\u3092\u6d41\u7528\u305b\u305a\u3001\u691c\u7d22\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u5c0f\u578b\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u305f\u3081\u3001\u6587\u66f8\u767b\u9332\u3068\u8cea\u554f\u691c\u7d22\u306e\u8ca0\u8377\u3092\u6291\u3048\u3089\u308c\u308b\u3002<\/p>\n

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<\/div><\/td>
ollama pull embeddinggemma
\nollama list
\nollama show embeddinggemma<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

ollama list \u3067\u306f\u3001\u751f\u6210\u7528\u306e qwen3.5:9b-q4_K_M \u3068\u57cb\u3081\u8fbc\u307f\u7528\u306e embeddinggemma \u304c\u5225\u3005\u306e\u30e2\u30c7\u30eb\u3068\u3057\u3066\u8868\u793a\u3055\u308c\u308b\u3002ollama show embeddinggemma \u3067\u306f\u3001\u30e2\u30c7\u30eb\u306e\u8a73\u7d30\u3068\u57cb\u3081\u8fbc\u307f\u6a5f\u80fd\u3078\u306e\u5bfe\u5fdc\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

Ollama \u306e\u57cb\u3081\u8fbc\u307f API \u306f\u3001\u5165\u529b\u3055\u308c\u305f\u6587\u7ae0\u3054\u3068\u306b\u6570\u5024\u914d\u5217\u3092\u8fd4\u3059[15]<\/a>\u3002\u4e00\u3064\u306e\u6587\u7ae0\u3092\u5165\u529b\u3057\u305f\u5834\u5408\u3082\u3001\u8907\u6570\u306e\u6587\u7ae0\u3092\u307e\u3068\u3081\u3066\u5165\u529b\u3057\u305f\u5834\u5408\u3082\u3001\u5fdc\u7b54\u306e embeddings \u306f\u914d\u5217\u306e\u914d\u5217\u3068\u306a\u308b\u3002\u5916\u5074\u306e\u8981\u7d20\u6570\u306f\u5165\u529b\u6587\u7ae0\u6570\u306b\u5bfe\u5fdc\u3057\u3001\u5185\u5074\u306e\u8981\u7d20\u6570\u306f\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306e\u6b21\u5143\u6570\u306b\u5bfe\u5fdc\u3059\u308b\u3002<\/p>\n

\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3059\u308b\u5834\u5408\u3001Qdrant \u306b\u4fdd\u5b58\u6e08\u307f\u306e\u30d9\u30af\u30c8\u30eb\u3092\u305d\u306e\u307e\u307e\u4f7f\u3063\u3066\u306f\u306a\u3089\u306a\u3044\u3002\u30e2\u30c7\u30eb\u304c\u5909\u308f\u308b\u3068\u3001\u30d9\u30af\u30c8\u30eb\u306e\u6b21\u5143\u6570\u304c\u540c\u3058\u3067\u3042\u3063\u3066\u3082\u3001\u5404\u6570\u5024\u304c\u8868\u3059\u914d\u7f6e\u898f\u5247\u306f\u5909\u308f\u308b\u3002\u6587\u66f8\u5074\u3060\u3051\u304c\u65e7\u30e2\u30c7\u30eb\u3001\u8cea\u554f\u5074\u3060\u3051\u304c\u65b0\u30e2\u30c7\u30eb\u3068\u3044\u3046\u72b6\u614b\u3067\u306f\u3001\u8ddd\u96e2\u8a08\u7b97\u3092\u5b9f\u884c\u3067\u304d\u3066\u3082\u3001\u610f\u5473\u7684\u306a\u985e\u4f3c\u5ea6\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u306a\u3044\u3002<\/p>\n

3.5 \u57cb\u3081\u8fbc\u307f API \u3092\u5358\u4f53\u3067\u8a66\u9a13\u3059\u308b<\/h3>\n

\u57cb\u3081\u8fbc\u307f API \u306e\u5358\u4f53\u8a66\u9a13\u3067\u306f\u3001\u5165\u529b\u6570\u3001\u30d9\u30af\u30c8\u30eb\u6570\u3001\u6b21\u5143\u6570\u3092\u78ba\u8a8d\u3057\u305f\u5f8c\u3001\u610f\u5473\u306e\u8fd1\u3044\u6587\u7ae0\u304c\u76f8\u5bfe\u7684\u306b\u8fd1\u3044\u5024\u3092\u793a\u3059\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\u914d\u5217\u304c\u8fd4\u3063\u305f\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3067\u306f\u3001\u9078\u629e\u3057\u305f\u30e2\u30c7\u30eb\u304c\u65e5\u672c\u8a9e\u306e\u691c\u7d22\u306b\u5229\u7528\u3067\u304d\u308b\u304b\u307e\u3067\u306f\u5224\u65ad\u3067\u304d\u306a\u3044\u3002<\/p>\n

\u6b21\u306e\u8a66\u9a13\u3067\u306f\u3001\u30ed\u30fc\u30ab\u30eb LLM \u306b\u95a2\u3059\u308b\u4e8c\u6587\u3068\u3001\u8a71\u984c\u306e\u7570\u306a\u308b\u4e00\u6587\u3092\u540c\u6642\u306b\u57cb\u3081\u8fbc\u3080\u3002\u6587\u7ae0\u57cb\u3081\u8fbc\u307f\u306f\u3001\u8868\u9762\u7684\u306a\u6587\u5b57\u5217\u306e\u4e00\u81f4\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u610f\u5473\u7684\u306b\u8fd1\u3044\u6587\u7ae0\u3092\u8fd1\u3044\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u6bd4\u8f03\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u308b[16]<\/a>\u3002<\/p>\n

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<\/div><\/td>
curl -fsS http:\/\/localhost:11434\/api\/embed \\
\n  -H 'Content-Type: application\/json' \\
\n  -d '{
\n    "model": "embeddinggemma",
\n    "input": [
\n      "MacBook Pro \u3067\u30ed\u30fc\u30ab\u30eb LLM \u3092\u52d5\u304b\u3059",
\n      "Apple Silicon \u4e0a\u3067\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b",
\n      "\u51b7\u8535\u5eab\u3067\u91ce\u83dc\u3092\u4fdd\u5b58\u3059\u308b"
\n    ]
\n  }' | tee \/tmp\/ollama-embeddings.json | python3 -c 'import json, sys; data=json.load(sys.stdin); print("vectors=", len(data["embeddings"])); print("dimensions=", [len(vector) for vector in data["embeddings"]])'<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

vectors \u304c 3 \u3067\u3042\u308a\u3001\u4e09\u3064\u306e dimensions \u304c\u540c\u3058\u6b63\u306e\u5024\u3067\u3042\u308c\u3070\u3001\u5404\u5165\u529b\u304c\u540c\u3058\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u3078\u5909\u63db\u3055\u308c\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u306f API \u306e\u51fa\u529b\u5f62\u72b6\u304c\u6b63\u3057\u3044\u3053\u3068\u3092\u793a\u3059\u3060\u3051\u3067\u3042\u308a\u3001\u610f\u5473\u691c\u7d22\u306e\u54c1\u8cea\u3092\u793a\u3059\u3082\u306e\u3067\u306f\u306a\u3044\u3002<\/p>\n

\u610f\u5473\u7684\u306a\u914d\u7f6e\u306f\u3001\u30d9\u30af\u30c8\u30eb\u9593\u306e\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3092\u8a08\u7b97\u3057\u3066\u78ba\u8a8d\u3059\u308b\u3002\u6b21\u306e\u51e6\u7406\u3067\u306f\u3001\u4e00\u6587\u76ee\u3068\u4e8c\u6587\u76ee\u3001\u4e00\u6587\u76ee\u3068\u4e09\u6587\u76ee\u306e\u985e\u4f3c\u5ea6\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n

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<\/div><\/td>
python3 - <<'PY'
\nimport json
\nimport math
\n
\nwith open("\/tmp\/ollama-embeddings.json", encoding="utf-8") as file:
\n    vectors = json.load(file)["embeddings"]
\n
\ndef cosine(left, right):
\n    dot = sum(a * b for a, b in zip(left, right))
\n    left_norm = math.sqrt(sum(value * value for value in left))
\n    right_norm = math.sqrt(sum(value * value for value in right))
\n    return dot \/ (left_norm * right_norm)
\n
\nlocal_llm_similarity = cosine(vectors[0], vectors[1])
\nunrelated_similarity = cosine(vectors[0], vectors[2])
\n
\nprint(f"local_llm_similarity={local_llm_similarity:.6f}")
\nprint(f"unrelated_similarity={unrelated_similarity:.6f}")
\nprint(f"expected_order={local_llm_similarity > unrelated_similarity}")
\nPY<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

local_llm_similarity \u304c unrelated_similarity \u3088\u308a\u9ad8\u3051\u308c\u3070\u3001\u3053\u306e\u4e09\u6587\u306b\u5bfe\u3057\u3066\u306f\u3001\u30ed\u30fc\u30ab\u30eb LLM \u306b\u95a2\u3059\u308b\u4e8c\u6587\u304c\u3001\u51b7\u8535\u5eab\u306b\u95a2\u3059\u308b\u6587\u3088\u308a\u8fd1\u304f\u914d\u7f6e\u3055\u308c\u305f\u3053\u3068\u306b\u306a\u308b\u3002\u3053\u306e\u4e00\u56de\u306e\u7d50\u679c\u3060\u3051\u3067\u691c\u7d22\u54c1\u8cea\u5168\u4f53\u3092\u4fdd\u8a3c\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u304c\u3001\u65e5\u672c\u8a9e\u5165\u529b\u3001\u30d9\u30af\u30c8\u30eb\u751f\u6210\u3001\u985e\u4f3c\u5ea6\u8a08\u7b97\u307e\u3067\u306e\u6700\u5c0f\u7d4c\u8def\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u78ba\u8a8d\u6bb5\u968e<\/th>\n\u6210\u529f\u6761\u4ef6<\/th>\n\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3053\u3068<\/th>\n<\/tr>\n<\/thead>\n
API \u5fdc\u7b54<\/td>\nembeddings \u304c\u8fd4\u308b\u3002<\/td>\n\u5165\u529b\u6570\u3068\u51fa\u529b\u6570\u304c\u4e00\u81f4\u3059\u308b\u304b\u306f\u5225\u306b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u51fa\u529b\u6570<\/td>\n\u5165\u529b\u3057\u305f\u4e09\u6587\u306b\u5bfe\u3057\u3066\u4e09\u3064\u306e\u30d9\u30af\u30c8\u30eb\u304c\u8fd4\u308b\u3002<\/td>\n\u5404\u30d9\u30af\u30c8\u30eb\u306e\u6b21\u5143\u304c\u4e00\u81f4\u3059\u308b\u304b\u306f\u5225\u306b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u6b21\u5143\u6570<\/td>\n\u3059\u3079\u3066\u306e\u30d9\u30af\u30c8\u30eb\u304c\u540c\u3058\u6b63\u306e\u6b21\u5143\u6570\u3092\u6301\u3064\u3002<\/td>\n\u610f\u5473\u7684\u306b\u59a5\u5f53\u306a\u914d\u7f6e\u304b\u306f\u6b21\u5143\u6570\u3060\u3051\u3067\u306f\u5206\u304b\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u985e\u4f3c\u5ea6<\/td>\n\u540c\u3058\u8a71\u984c\u306e\u6587\u7ae0\u304c\u3001\u7121\u95a2\u4fc2\u306a\u6587\u7ae0\u3088\u308a\u9ad8\u3044\u985e\u4f3c\u5ea6\u3092\u793a\u3059\u3002<\/td>\n\u5b9f\u969b\u306e\u6587\u66f8\u7fa4\u3067\u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u304c\u691c\u7d22\u4e0a\u4f4d\u3078\u5165\u308b\u304b\u306f\u5206\u304b\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

RAG \u3067\u306f\u3001\u6587\u66f8\u767b\u9332\u6642\u3068\u8cea\u554f\u6642\u306b\u540c\u3058\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30e2\u30c7\u30eb\u306e\u7248\u3068\u30bf\u30b0\u3082\u56fa\u5b9a\u3059\u308b\u3002\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u66f4\u65b0\u307e\u305f\u306f\u5909\u66f4\u3057\u305f\u5834\u5408\u306f\u3001\u65e2\u5b58\u306e Qdrant \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3067\u4f5c\u6210\u3057\u305f\u30d9\u30af\u30c8\u30eb\u3078\u7f6e\u304d\u63db\u3048\u308b\u3002\u65b0\u65e7\u30d9\u30af\u30c8\u30eb\u3092\u540c\u3058\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3078\u6df7\u5728\u3055\u305b\u308b\u3068\u3001\u691c\u7d22\u7d50\u679c\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u3063\u3066\u3082\u539f\u56e0\u3092\u8ffd\u8de1\u3067\u304d\u306a\u3044\u3002<\/p>\n

3.6 \u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3092\u5fc5\u8981\u4ee5\u4e0a\u306b\u5e83\u3052\u306a\u3044<\/h3>\n

\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u306f\u3001\u751f\u6210\u7528 LLM \u304c\u4e00\u56de\u306e\u8981\u6c42\u3067\u53c2\u7167\u3067\u304d\u308b\u5165\u529b\u3068\u51fa\u529b\u306e\u4e0a\u9650\u3067\u3042\u308b\u3002RAG \u3067\u306f\u3001\u5229\u7528\u8005\u306e\u8cea\u554f\u3001\u4f1a\u8a71\u5c65\u6b74\u3001\u30b7\u30b9\u30c6\u30e0\u6307\u793a\u3001\u691c\u7d22\u3055\u308c\u305f\u6587\u66f8\u65ad\u7247\u304c\u540c\u3058\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6d88\u8cbb\u3059\u308b\u3002\u53d6\u5f97\u4ef6\u6570\u307e\u305f\u306f\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3092\u5897\u3084\u3059\u3068\u3001\u30e2\u30c7\u30eb\u3078\u6e21\u3059\u6839\u62e0\u306f\u5897\u3048\u308b\u304c\u3001\u305d\u306e\u5206\u3060\u3051\u8a18\u61b6\u4f7f\u7528\u91cf\u3068\u5165\u529b\u51e6\u7406\u6642\u9593\u3082\u5897\u3048\u308b\u3002<\/p>\n

\u30e2\u30c7\u30eb\u304c\u5bfe\u5fdc\u3059\u308b\u6700\u5927\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3068\u3001\u5b9f\u884c\u6642\u306b\u78ba\u4fdd\u3055\u308c\u308b\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u306f\u7570\u306a\u308b\u3002qwen3.5:9b-q4_K_M \u306e\u30e2\u30c7\u30eb\u60c5\u5831\u306b 256K \u3068\u8868\u793a\u3055\u308c\u3066\u3044\u3066\u3082\u3001MacBook Pro \u4e0a\u3067\u5e38\u306b 256K \u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3002Ollama \u306f\u5229\u7528\u53ef\u80fd\u306a\u8a08\u7b97\u8cc7\u6e90\u3068\u8a2d\u5b9a\u306b\u5fdc\u3058\u3066\u5b9f\u884c\u6642\u306e\u9577\u3055\u3092\u6c7a\u3081\u3001\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u307b\u3069\u591a\u304f\u306e\u8a18\u61b6\u9818\u57df\u3092\u4f7f\u7528\u3059\u308b[17]<\/a>\u3002<\/p>\n

\u521d\u671f\u691c\u8a3c\u3067\u306f\u3001Open WebUI \u306e\u30e2\u30c7\u30eb\u8a2d\u5b9a\u3092 8192 \u30c8\u30fc\u30af\u30f3\u304b\u3089\u958b\u59cb\u3059\u308b\u3002\u4e09\u4ef6\u306e\u77ed\u3044\u30c1\u30e3\u30f3\u30af\u3068\u8cea\u554f\u3092\u5165\u529b\u3059\u308b\u69cb\u6210\u3067\u4e0d\u8db3\u304c\u78ba\u8a8d\u3055\u308c\u305f\u5834\u5408\u306f\u300116384 \u30c8\u30fc\u30af\u30f3\u3078\u5897\u3084\u3059\u3002\u4e0a\u9650\u5024\u3092\u5148\u306b\u6700\u5927\u5316\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5b9f\u969b\u306b\u53d6\u5f97\u3059\u308b\u30c1\u30e3\u30f3\u30af\u6570\u3001\u6587\u66f8\u65ad\u7247\u306e\u9577\u3055\u3001\u4f1a\u8a71\u5c65\u6b74\u306b\u5bfe\u3057\u3066\u5fc5\u8981\u306a\u7bc4\u56f2\u3060\u3051\u3092\u5272\u308a\u5f53\u3066\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u8a2d\u5b9a\u307e\u305f\u306f\u6761\u4ef6<\/th>\n\u5897\u3084\u3057\u305f\u5834\u5408\u306e\u52b9\u679c<\/th>\n\u5897\u3084\u3057\u305f\u5834\u5408\u306e\u8ca0\u62c5<\/th>\n\u8abf\u6574\u5224\u65ad<\/th>\n<\/tr>\n<\/thead>\n
\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577<\/td>\n\u3088\u308a\u9577\u3044\u8cea\u554f\u3001\u4f1a\u8a71\u5c65\u6b74\u3001\u691c\u7d22\u7d50\u679c\u3092\u4e00\u5ea6\u306b\u53c2\u7167\u3067\u304d\u308b\u3002<\/td>\n\u8a18\u61b6\u4f7f\u7528\u91cf\u304c\u5897\u3048\u3001CPU \u3078\u306e\u9000\u907f\u3084\u51e6\u7406\u901f\u5ea6\u4f4e\u4e0b\u304c\u8d77\u304d\u3084\u3059\u304f\u306a\u308b\u3002<\/td>\n\u5fc5\u8981\u306a\u5165\u529b\u304c\u5207\u308a\u6368\u3066\u3089\u308c\u308b\u5834\u5408\u306b\u3060\u3051\u5897\u3084\u3059\u3002<\/td>\n<\/tr>\n
\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba<\/td>\n\u4e00\u3064\u306e\u691c\u7d22\u7d50\u679c\u3078\u9577\u3044\u6587\u8108\u3092\u6b8b\u305b\u308b\u3002<\/td>\n\u7121\u95a2\u4fc2\u306a\u8a18\u8ff0\u304c\u6df7\u5165\u3057\u3001\u4e00\u4ef6\u5f53\u305f\u308a\u306e\u30c8\u30fc\u30af\u30f3\u6570\u304c\u5897\u3048\u308b\u3002<\/td>\n\u6761\u4ef6\u3001\u6570\u5024\u3001\u4f8b\u5916\u304c\u5206\u65ad\u3055\u308c\u308b\u5834\u5408\u306b\u8abf\u6574\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u53d6\u5f97\u4ef6\u6570<\/td>\n\u8907\u6570\u7b87\u6240\u306e\u6839\u62e0\u3092\u540c\u6642\u306b\u53c2\u7167\u3067\u304d\u308b\u3002<\/td>\n\u985e\u4f3c\u3057\u305f\u65ad\u7247\u3084\u7121\u95a2\u4fc2\u306a\u65ad\u7247\u304c\u5165\u529b\u3078\u5165\u308a\u3084\u3059\u304f\u306a\u308b\u3002<\/td>\n\u5fc5\u8981\u306a\u6839\u62e0\u304c\u691c\u7d22\u4e0a\u4f4d\u304b\u3089\u6f0f\u308c\u308b\u5834\u5408\u306b\u5897\u3084\u3059\u3002<\/td>\n<\/tr>\n
\u4f1a\u8a71\u5c65\u6b74<\/td>\n\u904e\u53bb\u306e\u8cea\u554f\u3068\u56de\u7b54\u3092\u8e0f\u307e\u3048\u3066\u5fdc\u7b54\u3067\u304d\u308b\u3002<\/td>\n\u73fe\u5728\u306e\u8cea\u554f\u306b\u4f7f\u3048\u308b\u6839\u62e0\u9818\u57df\u304c\u6e1b\u308b\u3002<\/td>\n\u72ec\u7acb\u3057\u305f\u691c\u8a3c\u3067\u306f\u65b0\u3057\u3044\u4f1a\u8a71\u3092\u4f5c\u6210\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u8a2d\u5b9a\u5f8c\u306f\u3001\u751f\u6210\u8981\u6c42\u3092\u4e00\u5ea6\u5b9f\u884c\u3057\u3066\u304b\u3089 ollama ps \u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

1
<\/div><\/td>
ollama ps<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

CONTEXT \u306b\u306f\u5b9f\u884c\u4e2d\u30e2\u30c7\u30eb\u3078\u5272\u308a\u5f53\u3066\u3089\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u304c\u8868\u793a\u3055\u308c\u308b\u3002PROCESSOR \u3067\u306f\u3001\u30e2\u30c7\u30eb\u304c GPU \u5074\u3078\u3069\u306e\u7a0b\u5ea6\u914d\u7f6e\u3055\u308c\u3001CPU \u5074\u3078\u9000\u907f\u3057\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\u8a2d\u5b9a\u3057\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3092\u5897\u3084\u3057\u305f\u5f8c\u306b CPU \u5074\u3078\u306e\u9000\u907f\u304c\u5897\u3048\u3001\u751f\u6210\u901f\u5ea6\u304c\u5927\u304d\u304f\u4f4e\u4e0b\u3057\u305f\u5834\u5408\u3001\u305d\u306e\u8a2d\u5b9a\u306f\u30e2\u30c7\u30eb\u306e\u4e0a\u9650\u5185\u3067\u3042\u3063\u3066\u3082\u3001\u305d\u306e MacBook Pro \u306b\u304a\u3051\u308b\u5b9f\u7528\u5024\u3067\u306f\u306a\u3044\u3002<\/p>\n

RAG \u306e\u76ee\u7684\u306f\u3001\u6587\u66f8\u5168\u4f53\u3092\u6700\u5927\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3078\u8a70\u3081\u8fbc\u3080\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u8cea\u554f\u306b\u5fc5\u8981\u306a\u65ad\u7247\u3092\u57cb\u3081\u8fbc\u307f\u691c\u7d22\u3067\u9078\u3073\u3001\u751f\u6210\u7528 LLM \u3078\u6e21\u3059\u5165\u529b\u3092\u9650\u5b9a\u3059\u308b\u3053\u3068\u306b\u3042\u308b\u3002\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba 1000 \u6587\u5b57\u3001\u91cd\u8907 100 \u6587\u5b57\u3001\u53d6\u5f97\u4ef6\u6570 3 \u4ef6\u3068\u3044\u3046\u521d\u671f\u6761\u4ef6\u3067\u6b63\u3057\u3044\u6839\u62e0\u3092\u53d6\u5f97\u3067\u304d\u308b\u306a\u3089\u3001256K \u306e\u6700\u5927\u5024\u3092\u78ba\u4fdd\u3059\u308b\u7406\u7531\u306f\u306a\u3044\u3002<\/p>\n

\u3053\u306e\u7ae0\u306e\u5b8c\u4e86\u6761\u4ef6\u306f\u3001\u751f\u6210\u7528\u30e2\u30c7\u30eb\u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u540d\u524d\u304c ollama list \u306b\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u751f\u6210 API \u304c\u65e5\u672c\u8a9e\u56de\u7b54\u3068\u8a08\u6e2c\u5024\u3092\u8fd4\u3057\u3001\u57cb\u3081\u8fbc\u307f API \u304c\u5165\u529b\u6570\u3068\u4e00\u81f4\u3059\u308b\u30d9\u30af\u30c8\u30eb\u3092\u8fd4\u3057\u3001\u610f\u5473\u306e\u8fd1\u3044\u6587\u7ae0\u304c\u76f8\u5bfe\u7684\u306b\u8fd1\u304f\u914d\u7f6e\u3055\u308c\u3001\u5b9f\u884c\u6642\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3068\u51e6\u7406\u88c5\u7f6e\u3092 ollama ps \u3067\u78ba\u8a8d\u3067\u304d\u308b\u3068\u3053\u308d\u307e\u3067\u3067\u3042\u308b\u3002\u3053\u306e\u5358\u4f53\u8a66\u9a13\u3092\u5148\u306b\u7d42\u3048\u308b\u3053\u3068\u3067\u3001\u5f8c\u7d9a\u306e Open WebUI \u63a5\u7d9a\u3084 Qdrant \u767b\u9332\u3067\u969c\u5bb3\u304c\u8d77\u304d\u305f\u969b\u306b\u3001Ollama \u5074\u3092\u5207\u308a\u5206\u3051\u6e08\u307f\u306e\u524d\u63d0\u3068\u3057\u3066\u6271\u3048\u308b\u3002<\/p>\n

\n

4. Docker Compose \u3067 Open WebUI \u3068 Qdrant \u3092\u69cb\u7bc9\u3059\u308b<\/h2>\n

4.1 \u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4f5c\u308b<\/h3>\n

\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u3001\u6c38\u7d9a\u30c7\u30fc\u30bf\u3001\u691c\u8a3c\u6587\u66f8\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3092\u4e00\u3064\u306e\u4f5c\u696d\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3078\u307e\u3068\u3081\u308b\u3002Open WebUI \u3068 Qdrant \u306e\u4fdd\u5b58\u9818\u57df\u306f\u5206\u96e2\u3057\u3001\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u304c\u3069\u306e\u72b6\u614b\u3092\u4fdd\u6301\u3057\u3066\u3044\u308b\u304b\u3092\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u5358\u4f4d\u3067\u5224\u5225\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/p>\n

Open WebUI \u306e\u4fdd\u5b58\u9818\u57df\u306b\u306f\u3001\u5229\u7528\u8005\u60c5\u5831\u3001\u4f1a\u8a71\u3001Knowledge \u306e\u7ba1\u7406\u60c5\u5831\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u8a2d\u5b9a\u304c\u542b\u307e\u308c\u308b\u3002Qdrant \u306e\u4fdd\u5b58\u9818\u57df\u306b\u306f\u3001\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3001\u6587\u66f8\u65ad\u7247\u306b\u5bfe\u5fdc\u3059\u308b\u4ed8\u968f\u60c5\u5831\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u7d22\u5f15\u304c\u7f6e\u304b\u308c\u308b\u3002\u4e21\u8005\u3092\u540c\u3058\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3078\u6df7\u5728\u3055\u305b\u308b\u3068\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3001\u5fa9\u5143\u3001\u969c\u5bb3\u8abf\u67fb\u306e\u5bfe\u8c61\u3092\u5206\u96e2\u3067\u304d\u306a\u3044\u3002<\/p>\n

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<\/div><\/td>
mkdir -p "$HOME\/local-rag\/data\/open-webui"
\nmkdir -p "$HOME\/local-rag\/data\/qdrant"
\nmkdir -p "$HOME\/local-rag\/data\/qdrant-snapshots"
\nmkdir -p "$HOME\/local-rag\/documents"
\nmkdir -p "$HOME\/local-rag\/backup"
\ncd "$HOME\/local-rag"<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n\n\n\n\n\n\n\n\n\n
\u30d1\u30b9<\/th>\n\u4fdd\u5b58\u5bfe\u8c61<\/th>\n\u6d88\u5931\u3057\u305f\u5834\u5408\u306e\u5f71\u97ff<\/th>\n<\/tr>\n<\/thead>\n
data\/open-webui<\/td>\n\u5229\u7528\u8005\u3001\u4f1a\u8a71\u3001Knowledge \u306e\u7ba1\u7406\u60c5\u5831\u3001Open WebUI \u306e\u8a2d\u5b9a\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/td>\n\u5229\u7528\u8005\u60c5\u5831\u3068\u4f1a\u8a71\u306b\u52a0\u3048\u3001\u767b\u9332\u6e08\u307f\u6587\u66f8\u3068\u30d9\u30af\u30c8\u30eb\u306e\u5bfe\u5fdc\u95a2\u4fc2\u3092\u5931\u3046\u3002<\/td>\n<\/tr>\n
data\/qdrant<\/td>\nQdrant \u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3001\u70b9\u3001\u30d9\u30af\u30c8\u30eb\u3001\u4ed8\u968f\u60c5\u5831\u3001\u7d22\u5f15\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/td>\n\u6587\u66f8\u304c Open WebUI \u5074\u306b\u6b8b\u3063\u3066\u3044\u3066\u3082\u3001\u691c\u7d22\u7528\u30d9\u30af\u30c8\u30eb\u3092\u518d\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u304c\u751f\u3058\u308b\u3002<\/td>\n<\/tr>\n
data\/qdrant-snapshots<\/td>\nQdrant \u304c\u751f\u6210\u3059\u308b\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/td>\n\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u5358\u4f4d\u306e\u5fa9\u5143\u306b\u4f7f\u3048\u308b\u9000\u907f\u30c7\u30fc\u30bf\u3092\u5931\u3046\u3002<\/td>\n<\/tr>\n
documents<\/td>\n\u767b\u9332\u524d\u306e\u539f\u6587\u3068\u691c\u8a3c\u7528\u6587\u66f8\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/td>\n\u7d22\u5f15\u3092\u4f5c\u308a\u76f4\u3059\u969b\u306e\u539f\u672c\u3092\u5931\u3044\u3001\u767b\u9332\u5185\u5bb9\u3092\u518d\u73fe\u3067\u304d\u306a\u304f\u306a\u308b\u3002<\/td>\n<\/tr>\n
backup<\/td>\nOpen WebUI \u306e\u4fdd\u5b58\u9818\u57df\u3084\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u306e\u9000\u907f\u5148\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u66f4\u65b0\u5931\u6557\u3084\u8a2d\u5b9a\u7834\u640d\u304c\u8d77\u304d\u305f\u5834\u5408\u306b\u3001\u66f4\u65b0\u524d\u306e\u72b6\u614b\u3078\u623b\u305b\u306a\u304f\u306a\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u5206\u96e2\u306b\u3088\u308a\u3001\u56de\u7b54\u751f\u6210\u3001\u6587\u66f8\u7ba1\u7406\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u3069\u3053\u3067\u72b6\u614b\u304c\u5931\u308f\u308c\u305f\u304b\u3092\u5224\u65ad\u3067\u304d\u308b\u3002\u305f\u3068\u3048\u3070\u3001Open WebUI \u306e\u753b\u9762\u306b\u6587\u66f8\u304c\u6b8b\u3063\u3066\u3044\u308b\u306e\u306b\u691c\u7d22\u3067\u304d\u306a\u3044\u5834\u5408\u306f Qdrant \u5074\u3092\u8abf\u3079\u3001Qdrant \u306b\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u6b8b\u3063\u3066\u3044\u308b\u306e\u306b Knowledge \u304c\u8868\u793a\u3055\u308c\u306a\u3044\u5834\u5408\u306f Open WebUI \u5074\u306e\u7ba1\u7406\u60c5\u5831\u3092\u8abf\u3079\u308b\u3002<\/p>\n

4.2 \u79d8\u5bc6\u5024\u3068\u7248\u3092\u74b0\u5883\u5909\u6570\u30d5\u30a1\u30a4\u30eb\u3078\u8a18\u9332\u3059\u308b<\/h3>\n

Qdrant \u306e API \u9375\u3001Open WebUI \u306e\u79d8\u5bc6\u9375\u3001\u4f7f\u7528\u3059\u308b\u30a4\u30e1\u30fc\u30b8\u7248\u3001\u30e2\u30c7\u30eb\u540d\u3092 .env \u3078\u8a18\u9332\u3059\u308b\u3002Qdrant \u306f QDRANT__SERVICE__API_KEY \u306b\u3088\u308b API \u9375\u8a8d\u8a3c\u3092\u8a2d\u5b9a\u3067\u304d\u308b[18]<\/a>\u3002\u672c\u69cb\u6210\u3067\u306f 6333 \u756a\u30dd\u30fc\u30c8\u3092 127.0.0.1 \u306b\u9650\u5b9a\u3057\u305f\u3046\u3048\u3067\u3001Open WebUI \u304b\u3089\u306e\u63a5\u7d9a\u306b\u3082\u540c\u3058 API \u9375\u3092\u8981\u6c42\u3059\u308b\u3002<\/p>\n

WEBUI_SECRET_KEY \u306f\u3001Open WebUI \u304c\u30bb\u30c3\u30b7\u30e7\u30f3\u3084\u6697\u53f7\u5316\u5bfe\u8c61\u306e\u60c5\u5831\u3092\u7d99\u7d9a\u3057\u3066\u6271\u3046\u305f\u3081\u306e\u79d8\u5bc6\u5024\u3067\u3042\u308b\u3002\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u518d\u4f5c\u6210\u3054\u3068\u306b\u5024\u304c\u5909\u308f\u308b\u3068\u3001\u65e2\u5b58\u306e\u30bb\u30c3\u30b7\u30e7\u30f3\u3084\u6697\u53f7\u5316\u6e08\u307f\u60c5\u5831\u3092\u5229\u7528\u3067\u304d\u306a\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u521d\u56de\u69cb\u7bc9\u6642\u306b\u751f\u6210\u3057\u305f\u5024\u3092\u66f4\u65b0\u5f8c\u3082\u7dad\u6301\u3059\u308b\u3002<\/p>\n

.env \u3092\u66f8\u304d\u8fbc\u3080\u524d\u306b\u6a29\u9650\u3092 600 \u306b\u3059\u308b\u3002\u66f8\u304d\u8fbc\u307f\u5f8c\u306b\u6a29\u9650\u3092\u5909\u66f4\u3059\u308b\u3060\u3051\u3067\u306f\u3001\u751f\u6210\u304b\u3089 chmod \u307e\u3067\u306e\u77ed\u6642\u9593\u3001\u901a\u5e38\u306e umask \u306b\u57fa\u3065\u304f\u6a29\u9650\u3067\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u7a7a\u30d5\u30a1\u30a4\u30eb\u3092\u5148\u306b\u4f5c\u6210\u3057\u3066\u6a29\u9650\u3092\u5236\u9650\u3057\u3001\u305d\u306e\u5f8c\u3067\u79d8\u5bc6\u5024\u3092\u66f8\u304d\u8fbc\u3080\u3002<\/p>\n

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<\/div><\/td>
QDRANT_API_KEY=$(openssl rand -hex 32)
\nWEBUI_SECRET_KEY=$(openssl rand -hex 32)
\n
\n: > .env
\nchmod 600 .env
\n
\ncat > .env <<EOF
\nOPEN_WEBUI_IMAGE=ghcr.io\/open-webui\/open-webui:v0.10.2
\nQDRANT_IMAGE=qdrant\/qdrant:v1.18.2
\nGENERATION_MODEL=qwen3.5:9b-q4_K_M
\nEMBEDDING_MODEL=embeddinggemma
\nENABLE_SIGNUP=True
\nQDRANT_API_KEY=${QDRANT_API_KEY}
\nWEBUI_SECRET_KEY=${WEBUI_SECRET_KEY}
\nEOF
\n
\nunset QDRANT_API_KEY WEBUI_SECRET_KEY<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

\u30a4\u30e1\u30fc\u30b8\u540d\u306b\u306f latest \u3084 main \u3092\u4f7f\u7528\u305b\u305a\u3001Open WebUI 0.10.2 \u3068 Qdrant 1.18.2 \u3092\u56fa\u5b9a\u3059\u308b\u3002\u56fa\u5b9a\u3057\u306a\u3044\u5834\u5408\u3001\u540c\u3058 docker compose pull \u3092\u5b9f\u884c\u3057\u3066\u3082\u53d6\u5f97\u3055\u308c\u308b\u5b9f\u88c5\u304c\u5909\u308f\u308a\u3001\u74b0\u5883\u5909\u6570\u3001\u4fdd\u5b58\u5f62\u5f0f\u3001\u691c\u7d22\u51e6\u7406\u306e\u3069\u3053\u3067\u6319\u52d5\u304c\u5909\u5316\u3057\u305f\u304b\u3092\u8ffd\u8de1\u3067\u304d\u306a\u304f\u306a\u308b\u3002<\/p>\n

GENERATION_MODEL \u306f\u3001\u3053\u306e\u7ae0\u306e Compose \u69cb\u6210\u304b\u3089 Open WebUI \u3078\u76f4\u63a5\u6e21\u3059\u5024\u3067\u306f\u306a\u3044\u3002\u691c\u8a3c\u306b\u4f7f\u7528\u3059\u308b\u30e2\u30c7\u30eb\u540d\u3092\u69cb\u6210\u60c5\u5831\u3068\u540c\u3058\u5834\u6240\u3078\u8a18\u9332\u3057\u3001\u5f8c\u7d9a\u306e\u8a2d\u5b9a\u78ba\u8a8d\u3084\u8a66\u9a13\u7528\u30b3\u30de\u30f3\u30c9\u3067\u518d\u5229\u7528\u3059\u308b\u305f\u3081\u306b\u7f6e\u304f\u3002\u3053\u308c\u306b\u5bfe\u3057\u3066 EMBEDDING_MODEL \u306f\u3001Open WebUI \u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u8a2d\u5b9a\u3078\u6e21\u3055\u308c\u308b\u3002<\/p>\n

ENABLE_SIGNUP \u306f\u3001\u521d\u56de\u306e\u7ba1\u7406\u8005\u767b\u9332\u3092\u884c\u3046\u305f\u3081\u3001\u69cb\u7bc9\u6642\u306b\u306f True \u3068\u3059\u308b\u3002\u6700\u521d\u306e\u5229\u7528\u8005\u3092\u767b\u9332\u3057\u305f\u5f8c\u3001\u3053\u306e\u5024\u3092 False \u3078\u5909\u66f4\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u4f5c\u6210\u3059\u308b\u3002Open WebUI \u304c\u521d\u56de\u767b\u9332\u5f8c\u306b\u65b0\u898f\u767b\u9332\u3092\u505c\u6b62\u3057\u3066\u3082\u3001\u74b0\u5883\u5909\u6570\u3092\u69cb\u6210\u306e\u6b63\u3068\u3059\u308b\u5834\u5408\u3001\u518d\u8d77\u52d5\u6642\u306b True \u304c\u518d\u9069\u7528\u3055\u308c\u306a\u3044\u3088\u3046\u660e\u793a\u7684\u306b\u56fa\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

.env \u306b\u306f\u8a8d\u8a3c\u60c5\u5831\u304c\u542b\u307e\u308c\u308b\u305f\u3081\u3001Git \u3078\u767b\u9332\u3057\u306a\u3044\u3002Open WebUI \u3068 Qdrant \u306e\u5b9f\u30c7\u30fc\u30bf\u3082\u3001\u5bb9\u91cf\u304c\u5927\u304d\u304f\u3001\u5b9f\u884c\u6642\u306b\u66f4\u65b0\u3055\u308c\u7d9a\u3051\u308b\u305f\u3081\u3001\u901a\u5e38\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u7ba1\u7406\u304b\u3089\u9664\u5916\u3059\u308b\u3002<\/p>\n

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<\/div><\/td>
cat > .gitignore <<'EOF'
\n.env
\ndata\/
\nbackup\/
\nEOF<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

documents \u306f\u9664\u5916\u3057\u3066\u3044\u306a\u3044\u3002\u67b6\u7a7a\u60c5\u5831\u3092\u542b\u3080\u691c\u8a3c\u6587\u66f8\u3092\u7248\u7ba1\u7406\u3059\u308c\u3070\u3001\u3069\u306e\u539f\u6587\u304b\u3089\u3069\u306e\u691c\u7d22\u7d50\u679c\u3092\u5f97\u305f\u304b\u3092\u5f8c\u304b\u3089\u518d\u73fe\u3067\u304d\u308b\u3002\u305f\u3060\u3057\u3001\u5b9f\u969b\u306e\u696d\u52d9\u6587\u66f8\u3084\u500b\u4eba\u60c5\u5831\u3092\u767b\u9332\u3059\u308b\u5834\u5408\u306f\u3001\u6587\u66f8\u306e\u6a5f\u5bc6\u533a\u5206\u306b\u5fdc\u3058\u3066 documents \u3082\u9664\u5916\u3059\u308b\u3002<\/p>\n

4.3 compose.yaml \u3092\u4f5c\u6210\u3059\u308b<\/h3>\n

Open WebUI \u306f Docker \u3092\u4e3b\u8981\u306a\u5c0e\u5165\u65b9\u6cd5\u3068\u3057\u3066\u6848\u5185\u3057\u3001\/app\/backend\/data \u3078\u6c38\u7d9a\u9818\u57df\u3092\u5272\u308a\u5f53\u3066\u308b\u69cb\u6210\u3092\u63d0\u4f9b\u3057\u3066\u3044\u308b[19]<\/a>\u3002Open WebUI \u306e\u74b0\u5883\u5909\u6570\u3067\u306f\u3001Ollama \u306e\u63a5\u7d9a\u5148\u3001\u57cb\u3081\u8fbc\u307f\u30a8\u30f3\u30b8\u30f3\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001Qdrant \u306e\u63a5\u7d9a\u60c5\u5831\u3001\u691c\u7d22\u4ef6\u6570\u3001\u6587\u66f8\u5206\u5272\u6761\u4ef6\u3092\u6307\u5b9a\u3067\u304d\u308b[20]<\/a>\u3002<\/p>\n

Qdrant \u306f 6333 \u756a\u30dd\u30fc\u30c8\u3092 HTTP API \u3068\u7ba1\u7406\u753b\u9762\u306b\u4f7f\u7528\u3057\u3001Docker \u30a4\u30e1\u30fc\u30b8\u3067\u306f \/qdrant\/storage \u3078\u6c38\u7d9a\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3059\u308b[21]<\/a>\u3002\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306f\u901a\u5e38\u306e\u4fdd\u5b58\u9818\u57df\u3068\u5206\u96e2\u3057\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u518d\u4f5c\u6210\u5f8c\u3082\u6b8b\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/p>\n

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<\/div><\/td>
cat > compose.yaml <<'EOF'
\nname: local-rag
\n
\nservices:
\n  qdrant:
\n    image: ${QDRANT_IMAGE}
\n    container_name: local-rag-qdrant
\n    restart: unless-stopped
\n    ports:
\n      - "127.0.0.1:6333:6333"
\n    environment:
\n      QDRANT__SERVICE__API_KEY: ${QDRANT_API_KEY}
\n      QDRANT__STORAGE__SNAPSHOTS_PATH: \/qdrant\/snapshots
\n    volumes:
\n      - .\/data\/qdrant:\/qdrant\/storage
\n      - .\/data\/qdrant-snapshots:\/qdrant\/snapshots
\n
\n  open-webui:
\n    image: ${OPEN_WEBUI_IMAGE}
\n    container_name: local-rag-open-webui
\n    restart: unless-stopped
\n    ports:
\n      - "127.0.0.1:3000:8080"
\n    environment:
\n      WEBUI_SECRET_KEY: ${WEBUI_SECRET_KEY}
\n      ENABLE_PERSISTENT_CONFIG: "False"
\n      ENABLE_SIGNUP: "${ENABLE_SIGNUP}"
\n      ENABLE_OLLAMA_API: "True"
\n      OLLAMA_BASE_URL: "http:\/\/host.docker.internal:11434"
\n      ENABLE_OPENAI_API: "False"
\n      ENABLE_WEB_SEARCH: "False"
\n      ENABLE_KB_EXEC: "False"
\n      VECTOR_DB: "qdrant"
\n      QDRANT_URI: "http:\/\/qdrant:6333"
\n      QDRANT_API_KEY: ${QDRANT_API_KEY}
\n      QDRANT_PREFER_GRPC: "False"
\n      ENABLE_QDRANT_MULTITENANCY_MODE: "True"
\n      RAG_EMBEDDING_ENGINE: "ollama"
\n      RAG_EMBEDDING_MODEL: ${EMBEDDING_MODEL}
\n      RAG_TOP_K: "3"
\n      ENABLE_RAG_HYBRID_SEARCH: "False"
\n      BYPASS_EMBEDDING_AND_RETRIEVAL: "False"
\n      RAG_FULL_CONTEXT: "False"
\n      CHUNK_SIZE: "1000"
\n      CHUNK_OVERLAP: "100"
\n      RAG_TEXT_SPLITTER: "character"
\n      ENABLE_MARKDOWN_HEADER_TEXT_SPLITTER: "True"
\n      CONTENT_EXTRACTION_ENGINE: ""
\n      PDF_EXTRACT_IMAGES: "False"
\n    volumes:
\n      - .\/data\/open-webui:\/app\/backend\/data
\n    depends_on:
\n      - qdrant
\nEOF
\n
\ndocker compose config --quiet<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

docker compose config –quiet \u304c\u51fa\u529b\u306a\u3057\u3067\u6b63\u5e38\u7d42\u4e86\u3059\u308c\u3070\u3001YAML \u306e\u69cb\u6587\u3001\u5fc5\u9808\u5909\u6570\u306e\u5c55\u958b\u3001\u30b5\u30fc\u30d3\u30b9\u5b9a\u7fa9\u3092\u8aad\u307f\u53d6\u308c\u308b\u72b6\u614b\u3067\u3042\u308b\u3002\u901a\u5e38\u306e docker compose config \u306f\u5c55\u958b\u5f8c\u306e\u69cb\u6210\u3092\u8868\u793a\u3059\u308b\u305f\u3081\u3001QDRANT_API_KEY \u3068 WEBUI_SECRET_KEY \u3082\u753b\u9762\u3078\u51fa\u529b\u3055\u308c\u308b\u3002\u5358\u7d14\u306a\u69cb\u6587\u78ba\u8a8d\u3067\u306f –quiet \u3092\u4f7f\u3044\u3001\u79d8\u5bc6\u5024\u3092\u7aef\u672b\u306e\u30ed\u30b0\u3084\u5171\u6709\u753b\u9762\u3078\u6b8b\u3055\u306a\u3044\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n
\u8a2d\u5b9a\u7fa4<\/th>\n\u6307\u5b9a\u5185\u5bb9<\/th>\n\u56fa\u5b9a\u3059\u308b\u7406\u7531<\/th>\n<\/tr>\n<\/thead>\n
\u69cb\u6210\u306e\u512a\u5148\u9806\u4f4d<\/td>\nENABLE_PERSISTENT_CONFIG=False \u3092\u6307\u5b9a\u3059\u308b\u3002<\/td>\n\u7ba1\u7406\u753b\u9762\u306b\u4fdd\u5b58\u3055\u308c\u305f\u65e7\u8a2d\u5b9a\u3067\u306f\u306a\u304f\u3001Compose \u306e\u74b0\u5883\u5909\u6570\u3092\u518d\u8d77\u52d5\u5f8c\u3082\u9069\u7528\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u751f\u6210 API<\/td>\nOllama \u3092\u6709\u52b9\u306b\u3057\u3001OpenAI API \u3092\u7121\u52b9\u306b\u3059\u308b\u3002<\/td>\n\u751f\u6210\u8981\u6c42\u3092 macOS \u4e0a\u306e Ollama \u3078\u9650\u5b9a\u3057\u3001\u610f\u56f3\u3057\u306a\u3044\u5916\u90e8\u751f\u6210 API \u306e\u4f7f\u7528\u3092\u9632\u3050\u3002<\/td>\n<\/tr>\n
\u691c\u7d22\u5148<\/td>\nVECTOR_DB=qdrant \u3068 Qdrant \u306e\u63a5\u7d9a\u60c5\u5831\u3092\u6307\u5b9a\u3059\u308b\u3002<\/td>\n\u65e2\u5b9a\u306e\u4fdd\u5b58\u5148\u3067\u306f\u306a\u304f\u3001\u72ec\u7acb\u3057\u305f Qdrant \u30b3\u30f3\u30c6\u30ca\u30fc\u3078\u30d9\u30af\u30c8\u30eb\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u57cb\u3081\u8fbc\u307f<\/td>\nOllama \u3068 embeddinggemma \u3092\u6307\u5b9a\u3059\u308b\u3002<\/td>\n\u6587\u66f8\u767b\u9332\u3068\u8cea\u554f\u691c\u7d22\u3092\u3001\u524d\u7ae0\u3067\u5358\u4f53\u8a66\u9a13\u3057\u305f\u540c\u3058\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3078\u7d71\u4e00\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u691c\u7d22\u65b9\u5f0f<\/td>\n\u4e0a\u4f4d 3 \u4ef6\u306e\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3068\u3057\u3001\u6df7\u5408\u691c\u7d22\u3092\u7121\u52b9\u306b\u3059\u308b\u3002<\/td>\n\u521d\u671f\u8a66\u9a13\u3067\u306f\u691c\u7d22\u7d4c\u8def\u3092\u5358\u7d14\u5316\u3057\u3001\u3069\u306e\u65ad\u7247\u304c\u53d6\u5f97\u3055\u308c\u305f\u304b\u3092\u8ffd\u8de1\u3057\u3084\u3059\u304f\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u6587\u66f8\u5206\u5272<\/td>\n1000 \u6587\u5b57\u3001\u91cd\u8907 100 \u6587\u5b57\u3001\u6587\u5b57\u5358\u4f4d\u306e\u5206\u5272\u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u7b2c 1 \u7ae0\u3067\u56fa\u5b9a\u3057\u305f\u521d\u671f\u6761\u4ef6\u3068\u5b9f\u969b\u306e\u767b\u9332\u51e6\u7406\u3092\u4e00\u81f4\u3055\u305b\u308b\u3002<\/td>\n<\/tr>\n
\u6587\u66f8\u62bd\u51fa<\/td>\n\u65e2\u5b9a\u306e\u62bd\u51fa\u51e6\u7406\u3092\u4f7f\u7528\u3057\u3001PDF \u753b\u50cf\u306e OCR \u3092\u7121\u52b9\u306b\u3059\u308b\u3002<\/td>\n\u521d\u671f\u8a66\u9a13\u3092\u6587\u5b57\u5c64\u306e\u3042\u308b\u6587\u66f8\u306b\u9650\u5b9a\u3057\u3001OCR \u306e\u6210\u5426\u3092\u691c\u7d22\u8a66\u9a13\u3078\u6df7\u5165\u3055\u305b\u306a\u3044\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

ENABLE_PERSISTENT_CONFIG=False \u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u5bfe\u8c61\u3068\u306a\u308b\u8a2d\u5b9a\u3067\u306f\u74b0\u5883\u5909\u6570\u304c\u7ba1\u7406\u753b\u9762\u306e\u4fdd\u5b58\u5024\u3088\u308a\u512a\u5148\u3055\u308c\u308b\u3002\u7ba1\u7406\u753b\u9762\u3067\u5024\u3092\u5909\u66f4\u3059\u308b\u3068\u5b9f\u884c\u4e2d\u306e\u72b6\u614b\u3078\u53cd\u6620\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308b\u304c\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u8d77\u52d5\u3059\u308b\u3068 Compose \u306b\u8a18\u8ff0\u3057\u305f\u5024\u3078\u623b\u308b\u3002\u691c\u7d22\u4ef6\u6570\u3084\u30c1\u30e3\u30f3\u30af\u6761\u4ef6\u3092\u5909\u66f4\u3059\u308b\u5834\u5408\u306f\u3001\u7ba1\u7406\u753b\u9762\u3060\u3051\u3067\u5909\u66f4\u305b\u305a\u3001.env \u307e\u305f\u306f compose.yaml \u3092\u66f4\u65b0\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u4f5c\u6210\u3059\u308b\u3002<\/p>\n

ENABLE_PLUGINS=False \u306f\u6307\u5b9a\u3057\u3066\u3044\u306a\u3044\u3002\u3053\u306e\u8a2d\u5b9a\u306f\u8ffd\u52a0\u6a5f\u80fd\u3060\u3051\u3067\u306a\u304f\u3001\u7d44\u307f\u8fbc\u307f\u306e\u30c4\u30fc\u30eb\u547c\u3073\u51fa\u3057\u7d4c\u8def\u306b\u3082\u5f71\u97ff\u3059\u308b\u305f\u3081\u3001Knowledge \u306e\u53d6\u5f97\u65b9\u5f0f\u307e\u3067\u540c\u6642\u306b\u5909\u5316\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u672c\u7a3f\u3067\u306f\u3001\u5916\u90e8\u751f\u6210 API\u3001\u30a6\u30a7\u30d6\u691c\u7d22\u3001\u5b9f\u9a13\u7684\u306a Knowledge \u64cd\u4f5c\u3092\u500b\u5225\u306b\u7121\u52b9\u5316\u3057\u3001\u6a19\u6e96\u7684\u306a\u6587\u66f8\u767b\u9332\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u7d4c\u8def\u3092\u6b8b\u3059\u3002<\/p>\n

Docker Desktop \u3067\u306f host.docker.internal \u304c\u30db\u30b9\u30c8\u63a5\u7d9a\u7528\u306e\u540d\u524d\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u308b\u305f\u3081\u3001MacBook Pro \u5c02\u7528\u306e\u672c\u69cb\u6210\u3067\u306f extra_hosts \u3092\u8ffd\u52a0\u3057\u306a\u3044\u3002Open WebUI \u304b\u3089 Ollama \u3078\u63a5\u7d9a\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\u540d\u524d\u3092\u8ffd\u52a0\u3059\u308b\u524d\u306b\u3001\u30db\u30b9\u30c8\u4e0a\u306e 11434 \u756a\u30dd\u30fc\u30c8\u3068\u30b3\u30f3\u30c6\u30ca\u30fc\u5185\u3067\u306e\u540d\u524d\u89e3\u6c7a\u3092\u500b\u5225\u306b\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

\n

Open WebUI \u306e Qdrant \u7d71\u5408\u306f\u3001Open WebUI \u4e2d\u5fc3\u958b\u767a\u30c1\u30fc\u30e0\u306e\u4e2d\u6838\u4fdd\u5b88\u5bfe\u8c61\u3067\u306f\u306a\u3044\u3002Open WebUI \u306e\u5185\u90e8\u7684\u306a\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u547d\u540d\u3084\u4ed8\u968f\u60c5\u5831\u306e\u6271\u3044\u304c\u5909\u308f\u308b\u3068\u3001\u65e2\u5b58\u306e Qdrant \u30c7\u30fc\u30bf\u3068\u306e\u5bfe\u5fdc\u304c\u5d29\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b[20]<\/a>\u3002Open WebUI \u3068 Qdrant \u306e\u30a4\u30e1\u30fc\u30b8\u7248\u3092\u540c\u6642\u306b\u7121\u8a08\u753b\u306b\u66f4\u65b0\u305b\u305a\u3001\u66f4\u65b0\u524d\u306b\u4e21\u65b9\u306e\u4fdd\u5b58\u9818\u57df\u3068 Qdrant \u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u9000\u907f\u3059\u308b\u3002<\/p>\n<\/div>\n

\n

Qdrant \u306e API \u9375\u306f\u63a5\u7d9a\u8005\u3092\u5236\u9650\u3059\u308b\u304c\u3001HTTP \u901a\u4fe1\u305d\u306e\u3082\u306e\u3092\u6697\u53f7\u5316\u3057\u306a\u3044\u3002\u672c\u69cb\u6210\u306f Open WebUI \u3068 Qdrant \u3092\u540c\u3058 Docker Desktop \u5185\u3067\u52d5\u304b\u3057\u3001\u30db\u30b9\u30c8\u5074\u306e 6333 \u756a\u30dd\u30fc\u30c8\u3092 127.0.0.1 \u306b\u9650\u5b9a\u3059\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3059\u308b\u3002\u5225\u7aef\u672b\u3084\u5916\u90e8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u304b\u3089\u63a5\u7d9a\u3059\u308b\u69cb\u6210\u3078\u5909\u66f4\u3059\u308b\u5834\u5408\u306f\u3001API \u9375\u3060\u3051\u306b\u4f9d\u5b58\u305b\u305a\u3001TLS \u3068\u63a5\u7d9a\u5143\u5236\u9650\u3092\u8ffd\u52a0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b[18]<\/a>\u3002<\/p>\n<\/div>\n

4.4 Qdrant \u3092\u5148\u306b\u8d77\u52d5\u3059\u308b<\/h3>\n

Compose \u306e depends_on \u306f\u3001\u4f9d\u5b58\u95a2\u4fc2\u306b\u57fa\u3065\u304f\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u8d77\u52d5\u9806\u3092\u5236\u5fa1\u3059\u308b\u3002\u305f\u3060\u3057\u3001\u77ed\u3044\u5f62\u5f0f\u306e depends_on \u306f\u3001Qdrant \u306e\u30d7\u30ed\u30bb\u30b9\u304c API \u8981\u6c42\u3092\u53d7\u3051\u4ed8\u3051\u3089\u308c\u308b\u72b6\u614b\u306b\u306a\u308b\u307e\u3067 Open WebUI \u306e\u8d77\u52d5\u3092\u5f85\u3064\u3082\u306e\u3067\u306f\u306a\u3044[22]<\/a>\u3002\u521d\u56de\u69cb\u7bc9\u3067\u306f Qdrant \u3060\u3051\u3092\u5148\u306b\u8d77\u52d5\u3057\u3001\u8a8d\u8a3c\u4ed8\u304d API \u306e\u5fdc\u7b54\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089 Open WebUI \u3092\u8d77\u52d5\u3059\u308b\u3002<\/p>\n

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<\/div><\/td>
docker compose pull
\ndocker compose up -d qdrant
\ndocker compose ps qdrant
\n
\ndocker compose logs --tail=100 qdrant<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

docker compose pull \u3067\u306f\u3001.env \u306b\u56fa\u5b9a\u3057\u305f\u4e8c\u3064\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u53d6\u5f97\u3059\u308b\u3002Qdrant \u306e\u30ed\u30b0\u3067\u306f\u3001\u8a2d\u5b9a\u306e\u8aad\u307f\u8fbc\u307f\u5931\u6557\u3001\u4fdd\u5b58\u9818\u57df\u306e\u6a29\u9650\u30a8\u30e9\u30fc\u3001\u65e2\u5b58\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u30a8\u30e9\u30fc\u30016333 \u756a\u30dd\u30fc\u30c8\u306e\u5f85\u3061\u53d7\u3051\u958b\u59cb\u3092\u78ba\u8a8d\u3059\u308b\u3002\u30b3\u30f3\u30c6\u30ca\u30fc\u304c running \u3067\u3082\u3001\u8d77\u52d5\u76f4\u5f8c\u306e\u521d\u671f\u5316\u306b\u5931\u6557\u3057\u3066\u518d\u8d77\u52d5\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308b\u305f\u3081\u3001\u72b6\u614b\u3068\u30ed\u30b0\u306e\u4e21\u65b9\u3092\u898b\u308b\u3002<\/p>\n

\u6b21\u306b\u3001.env \u3092\u4e00\u6642\u7684\u306a\u30b5\u30d6\u30b7\u30a7\u30eb\u3078\u8aad\u307f\u8fbc\u307f\u3001API \u9375\u4ed8\u304d\u3067\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u4e00\u89a7\u3092\u53d6\u5f97\u3059\u308b\u3002\u30b5\u30d6\u30b7\u30a7\u30eb\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u79d8\u5bc6\u5024\u3092\u73fe\u5728\u306e\u30b7\u30a7\u30eb\u74b0\u5883\u3078\u6b8b\u3055\u306a\u3044\u3002<\/p>\n

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<\/div><\/td>
(
\n  set -a
\n  . .\/.env
\n  set +a
\n
\n  status=$(
\n    curl -sS \\
\n      -o \/tmp\/qdrant-collections.json \\
\n      -w '%{http_code}' \\
\n      -H "api-key: ${QDRANT_API_KEY}" \\
\n      http:\/\/127.0.0.1:6333\/collections
\n  )
\n
\n  if [ "$status" != "200" ]; then
\n    cat \/tmp\/qdrant-collections.json >&2
\n    rm -f \/tmp\/qdrant-collections.json
\n    exit 1
\n  fi
\n
\n  python3 -m json.tool < \/tmp\/qdrant-collections.json
\n  rm -f \/tmp\/qdrant-collections.json
\n)<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

\u521d\u56de\u306f collections \u304c\u7a7a\u3067\u3088\u3044\u3002HTTP 200 \u306e JSON \u304c\u8fd4\u308c\u3070\u3001Qdrant \u306e\u30d7\u30ed\u30bb\u30b9\u30016333 \u756a\u30dd\u30fc\u30c8\u306e\u5272\u308a\u5f53\u3066\u3001API \u9375\u8a8d\u8a3c\u3001REST API \u307e\u3067\u304c\u6210\u7acb\u3057\u3066\u3044\u308b\u3002\u307e\u3060 Open WebUI \u3092\u8d77\u52d5\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u5b58\u5728\u3057\u306a\u3044\u3053\u3068\u306f\u7570\u5e38\u3067\u306f\u306a\u3044\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u89b3\u5bdf\u7d50\u679c<\/th>\n\u8003\u3048\u3089\u308c\u308b\u72b6\u614b<\/th>\n\u78ba\u8a8d\u5148<\/th>\n<\/tr>\n<\/thead>\n
\u63a5\u7d9a\u3092\u62d2\u5426\u3055\u308c\u308b<\/td>\nQdrant \u304c\u8d77\u52d5\u3057\u3066\u3044\u306a\u3044\u304b\u30016333 \u756a\u30dd\u30fc\u30c8\u3092\u5f85\u3061\u53d7\u3051\u3066\u3044\u306a\u3044\u3002<\/td>\ndocker compose ps \u3068 Qdrant \u306e\u30ed\u30b0\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u8a8d\u8a3c\u30a8\u30e9\u30fc\u306b\u306a\u308b<\/td>\nQdrant \u3068\u78ba\u8a8d\u7528\u8981\u6c42\u3067\u7570\u306a\u308b API \u9375\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u3002<\/td>\n\u5c55\u958b\u5143\u306e .env \u3068\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u518d\u4f5c\u6210\u72b6\u614b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u4fdd\u5b58\u9818\u57df\u306e\u30a8\u30e9\u30fc\u3067\u518d\u8d77\u52d5\u3059\u308b<\/td>\n\u30d0\u30a4\u30f3\u30c9\u5148\u306e\u4f5c\u6210\u72b6\u614b\u3001\u6a29\u9650\u3001\u65e2\u5b58\u30c7\u30fc\u30bf\u306b\u554f\u984c\u304c\u3042\u308b\u3002<\/td>\ndata\/qdrant \u3068\u30ed\u30b0\u5185\u306e\u5177\u4f53\u7684\u306a\u30d1\u30b9\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
HTTP 200 \u3067\u7a7a\u306e\u4e00\u89a7\u304c\u8fd4\u308b<\/td>\nQdrant \u306f\u6b63\u5e38\u306b\u8d77\u52d5\u3057\u3066\u3044\u308b\u304c\u3001\u6587\u66f8\u306f\u307e\u3060\u767b\u9332\u3055\u308c\u3066\u3044\u306a\u3044\u3002<\/td>\nOpen WebUI \u306e\u8d77\u52d5\u5de5\u7a0b\u3078\u9032\u3080\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

4.5 Open WebUI \u3092\u8d77\u52d5\u3059\u308b<\/h3>\n

Qdrant \u306e API \u5fdc\u7b54\u3092\u78ba\u8a8d\u3057\u305f\u5f8c\u3001Open WebUI \u3092\u8d77\u52d5\u3059\u308b\u3002\u8d77\u52d5\u6642\u306b\u306f\u3001Ollama \u306e\u63a5\u7d9a\u5148\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3001Qdrant \u306e\u63a5\u7d9a\u60c5\u5831\u3001\u6587\u66f8\u5206\u5272\u6761\u4ef6\u304c\u8aad\u307f\u8fbc\u307e\u308c\u308b\u3002\u74b0\u5883\u5909\u6570\u540d\u304c\u8aa4\u3063\u3066\u3044\u3066\u3082\u30b3\u30f3\u30c6\u30ca\u30fc\u81ea\u4f53\u306f\u8d77\u52d5\u3059\u308b\u5834\u5408\u304c\u3042\u308b\u305f\u3081\u3001\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u3060\u3051\u3067\u8a2d\u5b9a\u5b8c\u4e86\u3068\u306f\u5224\u65ad\u3057\u306a\u3044\u3002<\/p>\n

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<\/div><\/td>
docker compose up -d open-webui
\ndocker compose ps
\n
\ndocker compose logs --tail=200 open-webui<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

Open WebUI \u306e\u30ed\u30b0\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u521d\u671f\u5316\u3001Ollama \u63a5\u7d9a\u3001Qdrant \u63a5\u7d9a\u3001\u8d77\u52d5\u6642\u306e\u4f8b\u5916\u3092\u78ba\u8a8d\u3059\u308b\u3002\u8d77\u52d5\u76f4\u5f8c\u306b Ollama \u3078\u306e\u63a5\u7d9a\u8b66\u544a\u304c\u51fa\u305f\u5834\u5408\u306f\u3001macOS \u4e0a\u3067 http:\/\/localhost:11434\/api\/tags \u304c\u5fdc\u7b54\u3059\u308b\u3053\u3068\u3068\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089 host.docker.internal \u3092\u89e3\u6c7a\u3067\u304d\u308b\u3053\u3068\u3092\u5206\u3051\u3066\u8abf\u3079\u308b\u3002<\/p>\n

\u30d6\u30e9\u30a6\u30b6\u30fc\u3067 http:\/\/localhost:3000\/ \u3092\u958b\u304f\u3002\u65b0\u898f\u306e\u4fdd\u5b58\u9818\u57df\u3067\u306f\u3001\u6700\u521d\u306b\u767b\u9332\u3057\u305f\u5229\u7528\u8005\u304c\u7ba1\u7406\u8005\u3068\u306a\u308a\u3001\u305d\u306e\u767b\u9332\u51e6\u7406\u306b\u3088\u3063\u3066\u65b0\u898f\u767b\u9332\u306f\u505c\u6b62\u3055\u308c\u308b\u3002\u305f\u3060\u3057\u3001\u672c\u69cb\u6210\u3067\u306f\u74b0\u5883\u5909\u6570\u3092\u518d\u8d77\u52d5\u6642\u306e\u6b63\u3068\u3057\u3066\u3044\u308b\u305f\u3081\u3001.env \u306e ENABLE_SIGNUP=True \u3092\u6b8b\u3057\u305f\u307e\u307e\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u4f5c\u6210\u3059\u308b\u3068\u3001\u65b0\u898f\u767b\u9332\u304c\u518d\u3073\u6709\u52b9\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n

\u6700\u521d\u306e\u7ba1\u7406\u8005\u3068\u3057\u3066\u30ed\u30b0\u30a4\u30f3\u3067\u304d\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u305f\u5f8c\u3001.env \u306e\u5024\u3092 False \u3078\u5909\u66f4\u3057\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u4f5c\u6210\u3059\u308b\u3002<\/p>\n

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<\/div><\/td>
python3 - <<'PY'
\nfrom pathlib import Path
\n
\npath = Path(".env")
\ntext = path.read_text(encoding="utf-8")
\nold = "ENABLE_SIGNUP=True"
\nnew = "ENABLE_SIGNUP=False"
\n
\nif old not in text:
\n    raise SystemExit("ENABLE_SIGNUP=True was not found in .env")
\n
\npath.write_text(text.replace(old, new, 1), encoding="utf-8")
\nPY
\n
\nchmod 600 .env
\ndocker compose up -d --force-recreate open-webui
\ndocker compose exec open-webui printenv ENABLE_SIGNUP<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

\u6700\u5f8c\u306e\u30b3\u30de\u30f3\u30c9\u304c False \u3092\u8868\u793a\u3059\u308c\u3070\u3001\u518d\u4f5c\u6210\u5f8c\u3082\u65b0\u898f\u767b\u9332\u3092\u7121\u52b9\u306b\u3059\u308b\u74b0\u5883\u5909\u6570\u304c\u30b3\u30f3\u30c6\u30ca\u30fc\u3078\u6e21\u3055\u308c\u3066\u3044\u308b\u3002\u30ed\u30b0\u30a2\u30a6\u30c8\u5f8c\u306b\u65b0\u898f\u767b\u9332\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u306a\u3044\u3053\u3068\u3082\u78ba\u8a8d\u3059\u308b\u3002\u7ba1\u7406\u8005\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u4f5c\u6210\u524d\u306b False \u3078\u5909\u66f4\u3059\u308b\u3068\u3001\u6700\u521d\u306e\u5229\u7528\u8005\u3092\u767b\u9332\u3067\u304d\u306a\u304f\u306a\u308b\u305f\u3081\u3001\u9806\u5e8f\u3092\u9006\u306b\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002<\/p>\n

Open WebUI \u306e\u753b\u9762\u304c\u5fdc\u7b54\u3059\u308b\u3053\u3068\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3067\u3082\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/p>\n

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<\/div><\/td>
status=$(
\n  curl -sS \\
\n    -o \/dev\/null \\
\n    -w '%{http_code}' \\
\n    http:\/\/127.0.0.1:3000\/
\n)
\n
\n[ "$status" = "200" ] || {
\n  printf 'Open WebUI returned HTTP %s\\n' "$status" >&2
\n  exit 1
\n}<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

HTTP 200 \u304c\u8fd4\u308c\u3070\u30013000 \u756a\u30dd\u30fc\u30c8\u306e\u5272\u308a\u5f53\u3066\u3068 Open WebUI \u306e HTTP \u5fdc\u7b54\u306f\u6210\u7acb\u3057\u3066\u3044\u308b\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u78ba\u8a8d\u3067\u306f\u3001Ollama \u306e\u30e2\u30c7\u30eb\u4e00\u89a7\u3092\u53d6\u5f97\u3067\u304d\u308b\u304b\u3001Qdrant \u3078\u63a5\u7d9a\u3067\u304d\u308b\u304b\u3001\u6587\u66f8\u304b\u3089\u57cb\u3081\u8fbc\u307f\u3092\u751f\u6210\u3067\u304d\u308b\u304b\u307e\u3067\u306f\u5206\u304b\u3089\u306a\u3044\u3002\u305d\u308c\u3089\u306f\u7ba1\u7406\u753b\u9762\u306e\u8a2d\u5b9a\u5024\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u30ed\u30b0\u3001\u5f8c\u7d9a\u306e\u6587\u66f8\u767b\u9332\u8a66\u9a13\u3067\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u78ba\u8a8d\u6bb5\u968e<\/th>\n\u6210\u529f\u6761\u4ef6<\/th>\n\u6b8b\u308b\u672a\u78ba\u8a8d\u4e8b\u9805<\/th>\n<\/tr>\n<\/thead>\n
HTTP \u5fdc\u7b54<\/td>\n3000 \u756a\u30dd\u30fc\u30c8\u304b\u3089 HTTP 200 \u304c\u8fd4\u308b\u3002<\/td>\n\u5229\u7528\u8005\u767b\u9332\u3001Ollama \u63a5\u7d9a\u3001Qdrant \u63a5\u7d9a\u306f\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u7ba1\u7406\u8005\u767b\u9332<\/td>\n\u6700\u521d\u306e\u5229\u7528\u8005\u3068\u3057\u3066\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u7ba1\u7406\u753b\u9762\u3092\u958b\u3051\u308b\u3002<\/td>\n\u518d\u4f5c\u6210\u5f8c\u3082\u65b0\u898f\u767b\u9332\u304c\u9589\u3058\u308b\u304b\u306f\u74b0\u5883\u5909\u6570\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n
\u767b\u9332\u505c\u6b62<\/td>\nENABLE_SIGNUP=False \u3067\u518d\u4f5c\u6210\u3055\u308c\u3001\u65b0\u898f\u767b\u9332\u753b\u9762\u304c\u9589\u3058\u308b\u3002<\/td>\n\u751f\u6210\u30e2\u30c7\u30eb\u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u304c\u5229\u7528\u53ef\u80fd\u304b\u306f\u5225\u306b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u30b5\u30fc\u30d3\u30b9\u9023\u643a<\/td>\nOpen WebUI \u3067 Ollama \u306e\u30e2\u30c7\u30eb\u4e00\u89a7\u3092\u53d6\u5f97\u3067\u304d\u308b\u3002<\/td>\n\u6587\u66f8\u767b\u9332\u3068 Qdrant \u3078\u306e\u30d9\u30af\u30c8\u30eb\u4fdd\u5b58\u306f\u307e\u3060\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

ENABLE_OPENAI_API=False \u3068 ENABLE_WEB_SEARCH=False \u306f\u3001Open WebUI \u304b\u3089\u5916\u90e8\u751f\u6210 API \u3068\u30a6\u30a7\u30d6\u691c\u7d22\u3092\u5229\u7528\u3057\u306a\u3044\u305f\u3081\u306e\u8a2d\u5b9a\u3067\u3042\u308b\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u4e8c\u3064\u3060\u3051\u3067\u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u306e\u5168\u5916\u5411\u304d\u901a\u4fe1\u304c\u5b58\u5728\u3057\u306a\u3044\u3053\u3068\u3092\u8a3c\u660e\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3002\u53b3\u5bc6\u306a\u9589\u57df\u904b\u7528\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001Docker \u306e\u901a\u4fe1\u3001\u540d\u524d\u89e3\u6c7a\u3001\u66f4\u65b0\u78ba\u8a8d\u3092\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u89b3\u6e2c\u307e\u305f\u306f\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u3067\u691c\u8a3c\u3059\u308b\u3002<\/p>\n

\u3053\u306e\u7ae0\u306e\u5b8c\u4e86\u6761\u4ef6\u306f\u3001\u4e8c\u3064\u306e\u30b3\u30f3\u30c6\u30ca\u30fc\u304c running \u3068\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u7248\u3068\u79d8\u5bc6\u5024\u3092\u56fa\u5b9a\u3057\u305f\u69cb\u6210\u3092\u691c\u8a3c\u3067\u304d\u3001Qdrant \u304c API \u9375\u4ed8\u304d\u306e\u8981\u6c42\u3078 HTTP 200 \u3092\u8fd4\u3057\u3001Open WebUI \u306e\u7ba1\u7406\u8005\u3092\u4f5c\u6210\u3057\u3001\u518d\u4f5c\u6210\u5f8c\u3082\u65b0\u898f\u767b\u9332\u3092\u9589\u3058\u3001Open WebUI \u3068 Qdrant \u306e\u72b6\u614b\u3092\u305d\u308c\u305e\u308c\u306e\u6c38\u7d9a\u9818\u57df\u3078\u4fdd\u5b58\u3067\u304d\u308b\u3068\u3053\u308d\u307e\u3067\u3067\u3042\u308b\u3002\u3053\u3053\u307e\u3067\u3092\u72ec\u7acb\u3057\u3066\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3001\u5f8c\u7d9a\u306e\u6587\u66f8\u767b\u9332\u3067\u554f\u984c\u304c\u8d77\u304d\u305f\u5834\u5408\u306b\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u69cb\u7bc9\u3068\u8a8d\u8a3c\u3092\u5207\u308a\u5206\u3051\u6e08\u307f\u306e\u524d\u63d0\u3068\u3057\u3066\u6271\u3048\u308b\u3002<\/p>\n

\n

5. Ollama\u3001Open WebUI\u3001Qdrant \u306e\u63a5\u7d9a\u3092\u4e00\u65b9\u5411\u305a\u3064\u78ba\u8a8d\u3059\u308b<\/h2>\n

5.1 Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089 Ollama API \u3078\u306e\u63a5\u7d9a\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

\u6700\u521d\u306b\u3001macOS \u4e0a\u306e Ollama \u304c\u53d6\u5f97\u6e08\u307f\u30e2\u30c7\u30eb\u3092\u8fd4\u3059\u3053\u3068\u3092\u518d\u78ba\u8a8d\u3059\u308b\u3002\u6b21\u306b\u3001\u540c\u3058 API \u3092 Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u5185\u304b\u3089\u547c\u3073\u51fa\u3059\u3002\u30db\u30b9\u30c8\u4e0a\u306e\u78ba\u8a8d\u3068\u30b3\u30f3\u30c6\u30ca\u30fc\u5185\u306e\u78ba\u8a8d\u3092\u5206\u3051\u308b\u3053\u3068\u3067\u3001Ollama \u81ea\u4f53\u306e\u969c\u5bb3\u3068\u3001Docker Desktop \u3092\u307e\u305f\u3050\u901a\u4fe1\u306e\u969c\u5bb3\u3092\u533a\u5225\u3067\u304d\u308b\u3002<\/p>\n

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curl -fsS \\
\n  http:\/\/127.0.0.1:11434\/api\/tags |
\n  python3 -m json.tool<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

\u3053\u306e\u8981\u6c42\u3067 qwen3.5:9b-q4_K_M \u3068 embeddinggemma \u304c\u8868\u793a\u3055\u308c\u308c\u3070\u3001Ollama API \u3068\u30e2\u30c7\u30eb\u4fdd\u5b58\u72b6\u614b\u306f\u6b63\u5e38\u3067\u3042\u308b\u3002\u305f\u3060\u3057\u3001\u3053\u308c\u306f macOS \u5185\u306e localhost \u304b\u3089\u63a5\u7d9a\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3059\u3060\u3051\u3067\u3042\u308a\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u5230\u9054\u3067\u304d\u308b\u3053\u3068\u307e\u3067\u306f\u8a3c\u660e\u3057\u306a\u3044\u3002<\/p>\n

Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u306f\u3001host.docker.internal \u3092\u4f7f\u7528\u3057\u3066\u540c\u3058 API \u3092\u547c\u3073\u51fa\u3059\u3002<\/p>\n

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<\/div><\/td>
docker compose exec -T open-webui python3 - <<'PY'
\nimport json
\nimport urllib.request
\n
\nurl = "http:\/\/host.docker.internal:11434\/api\/tags"
\n
\nwith urllib.request.urlopen(url, timeout=10) as response:
\n    data = json.load(response)
\n    print(f"status={response.status}")
\n    for model in data.get("models", []):
\n        print(model["name"])
\nPY<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

status=200 \u3068\u4e8c\u3064\u306e\u30e2\u30c7\u30eb\u540d\u304c\u8868\u793a\u3055\u308c\u308c\u3070\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089 macOS \u4e0a\u306e Ollama \u307e\u3067\u306e\u901a\u4fe1\u7d4c\u8def\u306f\u6210\u7acb\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u78ba\u8a8d\u306f Open WebUI \u306e\u753b\u9762\u3084\u5185\u90e8\u8a2d\u5b9a\u3092\u4ecb\u3055\u305a\u3001Docker Desktop \u306e\u540d\u524d\u89e3\u6c7a\u3001\u30db\u30b9\u30c8\u3078\u306e\u8ee2\u9001\u3001Ollama API \u306e\u5fdc\u7b54\u3060\u3051\u3092\u691c\u8a3c\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
macOS \u304b\u3089\u306e\u8981\u6c42<\/th>\n\u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u306e\u8981\u6c42<\/th>\n\u5224\u5b9a<\/th>\n<\/tr>\n<\/thead>\n
\u6210\u529f\u3059\u308b<\/td>\n\u6210\u529f\u3059\u308b\u3002<\/td>\nOllama API \u3068 Docker \u304b\u3089\u30db\u30b9\u30c8\u3078\u306e\u901a\u4fe1\u304c\u6210\u7acb\u3057\u3066\u3044\u308b\u3002<\/td>\n<\/tr>\n
\u6210\u529f\u3059\u308b<\/td>\n\u5931\u6557\u3059\u308b\u3002<\/td>\nhost.docker.internal \u306e\u540d\u524d\u89e3\u6c7a\u3001\u63a5\u7d9a\u5148\u3001Docker Desktop \u306e\u901a\u4fe1\u3092\u8abf\u3079\u308b\u3002<\/td>\n<\/tr>\n
\u5931\u6557\u3059\u308b<\/td>\n\u5931\u6557\u3059\u308b\u3002<\/td>\nOpen WebUI \u3067\u306f\u306a\u304f\u3001Ollama \u306e\u8d77\u52d5\u72b6\u614b\u3068 11434 \u756a\u30dd\u30fc\u30c8\u3092\u8abf\u3079\u308b\u3002<\/td>\n<\/tr>\n
\u6210\u529f\u3059\u308b\u304c\u30e2\u30c7\u30eb\u304c\u306a\u3044<\/td>\n\u6210\u529f\u3059\u308b\u304c\u30e2\u30c7\u30eb\u304c\u306a\u3044\u3002<\/td>\nAPI \u306f\u6b63\u5e38\u3067\u3042\u308b\u305f\u3081\u3001ollama pull \u3068\u30e2\u30c7\u30eb\u540d\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u901a\u4fe1\u8a66\u9a13\u306b\u6210\u529f\u3057\u305f\u5f8c\u3001Open WebUI \u306e\u30e2\u30c7\u30eb\u9078\u629e\u6b04\u306b qwen3.5:9b-q4_K_M \u304c\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002\u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089 API \u3092\u76f4\u63a5\u547c\u3073\u51fa\u305b\u308b\u306e\u306b\u753b\u9762\u3078\u30e2\u30c7\u30eb\u304c\u8868\u793a\u3055\u308c\u306a\u3044\u5834\u5408\u306f\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u306a\u304f\u3001Open WebUI \u304c\u5b9f\u969b\u306b\u8aad\u307f\u8fbc\u3093\u3060\u63a5\u7d9a\u8a2d\u5b9a\u3092\u8abf\u3079\u308b\u3002<\/p>\n

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<\/div><\/td>
docker compose exec open-webui printenv OLLAMA_BASE_URL
\ndocker compose exec open-webui printenv ENABLE_PERSISTENT_CONFIG
\ndocker compose logs --tail=200 open-webui |
\n  grep -i -E 'ollama|connection|11434|error'<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

OLLAMA_BASE_URL \u304c http:\/\/host.docker.internal:11434\u3001ENABLE_PERSISTENT_CONFIG \u304c False \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002\u672c\u69cb\u6210\u3067\u306f\u6c38\u7d9a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u306e\u65e7\u8a2d\u5b9a\u3067\u306f\u306a\u304f\u3001Compose \u304b\u3089\u6e21\u3057\u305f\u74b0\u5883\u5909\u6570\u3092\u8a2d\u5b9a\u306e\u6b63\u3068\u3059\u308b\u305f\u3081\u3001\u7ba1\u7406\u753b\u9762\u306b\u4fdd\u5b58\u3055\u308c\u305f\u63a5\u7d9a\u5148\u3068\u306e\u512a\u5148\u95a2\u4fc2\u3092\u500b\u5225\u306b\u8abf\u6574\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044[20]<\/a>\u3002<\/p>\n

.env \u307e\u305f\u306f compose.yaml \u3092\u5909\u66f4\u3057\u305f\u3060\u3051\u3067\u306f\u3001\u65e2\u306b\u52d5\u4f5c\u3057\u3066\u3044\u308b\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u74b0\u5883\u5909\u6570\u306f\u5909\u308f\u3089\u306a\u3044\u3002\u8a2d\u5b9a\u5024\u304c\u7570\u306a\u308b\u5834\u5408\u306f\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u4f5c\u6210\u3059\u308b\u3002<\/p>\n

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<\/div><\/td>
docker compose config --quiet
\ndocker compose up -d --force-recreate open-webui
\n
\ndocker compose exec open-webui printenv OLLAMA_BASE_URL
\ndocker compose exec open-webui printenv ENABLE_PERSISTENT_CONFIG<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

\u74b0\u5883\u5909\u6570\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u306e\u76f4\u63a5\u63a5\u7d9a\u3001Ollama API \u306e\u30e2\u30c7\u30eb\u4e00\u89a7\u304c\u3059\u3079\u3066\u6b63\u5e38\u3067\u3042\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u753b\u9762\u306b\u30e2\u30c7\u30eb\u304c\u8868\u793a\u3055\u308c\u306a\u3044\u5834\u5408\u306f\u3001Open WebUI \u306e\u7ba1\u7406\u753b\u9762\u306b\u3042\u308b Ollama \u63a5\u7d9a\u8a2d\u5b9a\u3068\u30ed\u30b0\u3092\u78ba\u8a8d\u3059\u308b\u3002\u8a2d\u5b9a\u3092\u7121\u8a08\u753b\u306b\u8ffd\u52a0\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001Compose \u3067\u6307\u5b9a\u3057\u305f\u63a5\u7d9a\u5148\u3068\u540c\u3058\u5024\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n

5.2 Open WebUI \u304b\u3089 Ollama \u306e\u751f\u6210 API \u3078\u306e\u7d4c\u8def\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

\u30e2\u30c7\u30eb\u4e00\u89a7\u306e\u53d6\u5f97\u306f\u3001Open WebUI \u304c Ollama \u306e\u8aad\u307f\u53d6\u308a API \u3078\u63a5\u7d9a\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3059\u3002\u6587\u7ae0\u751f\u6210\u307e\u3067\u6210\u7acb\u3059\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u306b\u306f\u3001Open WebUI \u304b\u3089\u5b9f\u969b\u306b\u751f\u6210\u8981\u6c42\u3092\u9001\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002\u65b0\u3057\u3044\u4f1a\u8a71\u3092\u4f5c\u6210\u3057\u3001Knowledge\u3001\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3001\u30a6\u30a7\u30d6\u691c\u7d22\u3001\u8ffd\u52a0\u30c4\u30fc\u30eb\u3092\u63a5\u7d9a\u3057\u306a\u3044\u72b6\u614b\u3067 qwen3.5:9b-q4_K_M \u3092\u9078\u629e\u3059\u308b\u3002<\/p>\n

\n

\u751f\u6210\u7528 LLM \u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u5f79\u5272\u306e\u9055\u3044\u3092\u4e09\u6587\u3067\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n

\u65e5\u672c\u8a9e\u306e\u56de\u7b54\u304c\u8fd4\u308c\u3070\u3001\u30d6\u30e9\u30a6\u30b6\u30fc\u3001Open WebUI\u3001Docker \u304b\u3089\u30db\u30b9\u30c8\u3078\u306e\u901a\u4fe1\u3001Ollama \u306e\u751f\u6210 API\u3001\u751f\u6210\u7528\u30e2\u30c7\u30eb\u3068\u3044\u3046\u7d4c\u8def\u304c\u4e00\u7d9a\u304d\u306b\u6210\u7acb\u3057\u3066\u3044\u308b\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u8a66\u9a13\u3067\u306f\u6587\u66f8\u3092\u767b\u9332\u3057\u3066\u304a\u3089\u305a\u3001Knowledge \u3082\u63a5\u7d9a\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3068 Qdrant \u306f\u4f7f\u7528\u3055\u308c\u306a\u3044\u3002<\/p>\n\n\n\n\n\n\n\n
\u89b3\u5bdf\u7d50\u679c<\/th>\n\u6210\u7acb\u3057\u305f\u7d4c\u8def<\/th>\n\u307e\u3060\u78ba\u8a8d\u3057\u3066\u3044\u306a\u3044\u7d4c\u8def<\/th>\n<\/tr>\n<\/thead>\n
\u30e2\u30c7\u30eb\u4e00\u89a7\u306b\u751f\u6210\u7528\u30e2\u30c7\u30eb\u304c\u8868\u793a\u3055\u308c\u308b<\/td>\nOpen WebUI \u304b\u3089 Ollama \u306e\u30e2\u30c7\u30eb\u4e00\u89a7\u3092\u53d6\u5f97\u3067\u304d\u308b\u3002<\/td>\n\u751f\u6210\u8981\u6c42\u3001\u57cb\u3081\u8fbc\u307f\u751f\u6210\u3001Qdrant \u3078\u306e\u4fdd\u5b58\u306f\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u901a\u5e38\u5bfe\u8a71\u3067\u56de\u7b54\u304c\u8fd4\u308b<\/td>\nOpen WebUI \u304b\u3089 Ollama \u306e\u751f\u6210 API \u3092\u547c\u3073\u51fa\u305b\u308b\u3002<\/td>\nKnowledge \u306e\u691c\u7d22\u3068\u53d6\u5f97\u6587\u66f8\u306e\u633f\u5165\u306f\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u56de\u7b54\u5185\u5bb9\u304c\u81ea\u7136\u3067\u3042\u308b<\/td>\n\u751f\u6210\u7528\u30e2\u30c7\u30eb\u304c\u65e5\u672c\u8a9e\u306e\u56de\u7b54\u3092\u51fa\u529b\u3067\u304d\u308b\u3002<\/td>\n\u767b\u9332\u6587\u66f8\u3092\u6839\u62e0\u306b\u56de\u7b54\u3057\u305f\u3053\u3068\u306f\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u901a\u5e38\u5bfe\u8a71\u306f\u3001\u5f8c\u7d9a\u306e RAG \u8a66\u9a13\u306b\u5bfe\u3059\u308b\u5bfe\u7167\u6761\u4ef6\u3068\u306a\u308b\u3002\u901a\u5e38\u5bfe\u8a71\u3067\u56de\u7b54\u3067\u304d\u308b\u4e00\u822c\u77e5\u8b58\u3060\u3051\u3092 RAG \u306e\u8a66\u9a13\u8cea\u554f\u306b\u4f7f\u3046\u3068\u3001Knowledge \u3092\u63a5\u7d9a\u3057\u305f\u52b9\u679c\u3092\u5224\u5b9a\u3067\u304d\u306a\u3044\u3002\u305d\u306e\u305f\u3081\u3001RAG \u306e\u672c\u8a66\u9a13\u3067\u306f\u3001\u901a\u5e38\u5bfe\u8a71\u3067\u306f\u77e5\u308a\u5f97\u306a\u3044\u67b6\u7a7a\u306e\u56fa\u6709\u60c5\u5831\u3092\u4f7f\u7528\u3059\u308b\u3002<\/p>\n

\u901a\u5e38\u5bfe\u8a71\u304c\u5931\u6557\u3057\u305f\u5834\u5408\u306f\u3001Qdrant \u3084\u6587\u66f8\u5206\u5272\u306e\u8a2d\u5b9a\u3092\u5909\u66f4\u3057\u306a\u3044\u3002Knowledge \u3092\u63a5\u7d9a\u3057\u3066\u3044\u306a\u3044\u5bfe\u8a71\u306b\u306f\u3001\u305d\u308c\u3089\u306e\u8a2d\u5b9a\u304c\u95a2\u4e0e\u3057\u306a\u3044\u305f\u3081\u3067\u3042\u308b\u3002Open WebUI \u306e\u30ed\u30b0\u3068 Ollama \u306e\u72b6\u614b\u3092\u78ba\u8a8d\u3057\u3001\u751f\u6210\u7d4c\u8def\u3092\u5fa9\u65e7\u3057\u3066\u304b\u3089\u6587\u66f8\u767b\u9332\u3078\u9032\u3080\u3002<\/p>\n

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<\/div><\/td>
docker compose logs --tail=200 open-webui
\nollama ps<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

Open WebUI \u306e\u30ed\u30b0\u306b Ollama API \u306e\u63a5\u7d9a\u30a8\u30e9\u30fc\u304c\u306a\u304f\u3001ollama ps \u306b qwen3.5:9b-q4_K_M \u304c\u8868\u793a\u3055\u308c\u308c\u3070\u3001\u8981\u6c42\u306f\u751f\u6210\u7528\u30e2\u30c7\u30eb\u307e\u3067\u5230\u9054\u3057\u3066\u3044\u308b\u3002\u30e2\u30c7\u30eb\u304c\u8868\u793a\u3055\u308c\u306a\u3044\u5834\u5408\u306f\u3001\u753b\u9762\u4e0a\u3067\u9078\u629e\u3057\u305f\u30e2\u30c7\u30eb\u540d\u3001Ollama \u306b\u4fdd\u5b58\u3055\u308c\u305f\u30bf\u30b0\u3001Open WebUI \u304c\u9001\u4fe1\u3057\u305f\u8981\u6c42\u3092\u7167\u5408\u3059\u308b\u3002<\/p>\n

5.3 Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089 Qdrant \u3078\u306e\u63a5\u7d9a\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

Qdrant \u306f http:\/\/127.0.0.1:6333\/dashboard \u3067\u7ba1\u7406\u753b\u9762\u3092\u63d0\u4f9b\u3059\u308b\u3002\u7ba1\u7406\u753b\u9762\u3067\u306f\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u70b9\u306e\u78ba\u8a8d\u3001REST API \u306e\u5b9f\u884c\u3001\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306e\u64cd\u4f5c\u304c\u3067\u304d\u308b[23]<\/a>\u3002API \u9375\u3092\u6c42\u3081\u3089\u308c\u305f\u5834\u5408\u306f\u3001.env \u306b\u4fdd\u5b58\u3057\u305f QDRANT_API_KEY \u3092\u5165\u529b\u3059\u308b\u3002<\/p>\n

\u7ba1\u7406\u753b\u9762\u3092\u958b\u3051\u308b\u3053\u3068\u306f\u3001MacBook Pro \u306e\u30d6\u30e9\u30a6\u30b6\u30fc\u304b\u3089 Qdrant \u3078\u63a5\u7d9a\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3059\u3002\u305f\u3060\u3057\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u306f\u30db\u30b9\u30c8\u5074\u306e 127.0.0.1:6333 \u3067\u306f\u306a\u304f\u3001Docker Compose \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306e qdrant:6333 \u3078\u63a5\u7d9a\u3059\u308b\u3002\u30d6\u30e9\u30a6\u30b6\u30fc\u304b\u3089\u306e\u63a5\u7d9a\u3068\u30b3\u30f3\u30c6\u30ca\u30fc\u9593\u901a\u4fe1\u306f\u5225\u3005\u306b\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

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<\/div><\/td>
docker compose exec -T open-webui python3 - <<'PY'
\nimport json
\nimport os
\nimport urllib.request
\n
\nrequest = urllib.request.Request(
\n    "http:\/\/qdrant:6333\/collections",
\n    headers={"api-key": os.environ["QDRANT_API_KEY"]},
\n)
\n
\nwith urllib.request.urlopen(request, timeout=10) as response:
\n    data = json.load(response)
\n    print(f"status={response.status}")
\n    print(json.dumps(data, ensure_ascii=False, indent=2))
\nPY<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

status=200 \u3068\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u4e00\u89a7\u304c\u8fd4\u308c\u3070\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089 Qdrant \u307e\u3067\u306e\u540d\u524d\u89e3\u6c7a\u3001HTTP \u63a5\u7d9a\u3001API \u9375\u8a8d\u8a3c\u304c\u6210\u7acb\u3057\u3066\u3044\u308b\u3002\u6587\u66f8\u767b\u9332\u524d\u306b\u306f\u3001\u4e00\u89a7\u304c\u7a7a\u3067\u3042\u3063\u3066\u3082\u7570\u5e38\u3067\u306f\u306a\u3044\u3002\u63a5\u7d9a\u7d4c\u8def\u306e\u78ba\u8a8d\u3067\u306f\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u6570\u3067\u306f\u306a\u304f\u3001\u8a8d\u8a3c\u4ed8\u304d\u8981\u6c42\u304c\u6b63\u5e38\u7d42\u4e86\u3059\u308b\u3053\u3068\u3092\u5224\u5b9a\u6761\u4ef6\u3068\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
\u89b3\u5bdf\u7d50\u679c<\/th>\n\u8003\u3048\u3089\u308c\u308b\u72b6\u614b<\/th>\n\u78ba\u8a8d\u5bfe\u8c61<\/th>\n<\/tr>\n<\/thead>\n
\u540d\u524d\u89e3\u6c7a\u306b\u5931\u6557\u3059\u308b<\/td>\nOpen WebUI \u3068 Qdrant \u304c\u540c\u3058 Compose \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3078\u63a5\u7d9a\u3055\u308c\u3066\u3044\u306a\u3044\u3002<\/td>\n\u30b5\u30fc\u30d3\u30b9\u540d\u3001Compose \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u63a5\u7d9a\u3092\u62d2\u5426\u3055\u308c\u308b<\/td>\nQdrant \u304c\u505c\u6b62\u3057\u3066\u3044\u308b\u304b\u30016333 \u756a\u30dd\u30fc\u30c8\u3092\u5f85\u3061\u53d7\u3051\u3066\u3044\u306a\u3044\u3002<\/td>\nQdrant \u306e\u72b6\u614b\u3068\u30ed\u30b0\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u8a8d\u8a3c\u30a8\u30e9\u30fc\u306b\u306a\u308b<\/td>\nOpen WebUI \u3068 Qdrant \u306b\u7570\u306a\u308b API \u9375\u304c\u6e21\u3055\u308c\u3066\u3044\u308b\u3002<\/td>\n\u4e21\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u518d\u4f5c\u6210\u72b6\u614b\u3068\u74b0\u5883\u5909\u6570\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
HTTP 200 \u3067\u7a7a\u306e\u4e00\u89a7\u304c\u8fd4\u308b<\/td>\n\u63a5\u7d9a\u3068\u8a8d\u8a3c\u306f\u6b63\u5e38\u3060\u304c\u3001\u6587\u66f8\u306f\u307e\u3060\u767b\u9332\u3055\u308c\u3066\u3044\u306a\u3044\u3002<\/td>\n\u6587\u66f8\u767b\u9332\u524d\u306e\u57fa\u6e96\u5024\u3068\u3057\u3066\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
HTTP 200 \u3067\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u8fd4\u308b<\/td>\n\u904e\u53bb\u306e\u6587\u66f8\u767b\u9332\u30c7\u30fc\u30bf\u304c\u4fdd\u5b58\u9818\u57df\u306b\u6b8b\u3063\u3066\u3044\u308b\u3002<\/td>\n\u65b0\u898f\u8a66\u9a13\u3068\u65e2\u5b58\u30c7\u30fc\u30bf\u3092\u6df7\u540c\u3057\u306a\u3044\u3088\u3046\u3001\u540d\u79f0\u3068\u70b9\u6570\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6587\u66f8\u767b\u9332\u524d\u306e\u72b6\u614b\u3092 API \u304b\u3089\u4fdd\u5b58\u3059\u308b\u3002\u5f8c\u7d9a\u306e\u767b\u9332\u5f8c\u306b\u540c\u3058\u8981\u6c42\u3092\u5b9f\u884c\u3057\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u5897\u52a0\u3068\u70b9\u6570\u306e\u5909\u5316\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n

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<\/div><\/td>
(
\n  set -a
\n  . .\/.env
\n  set +a
\n
\n  curl -fsS \\
\n    -H "api-key: ${QDRANT_API_KEY}" \\
\n    http:\/\/127.0.0.1:6333\/collections
\n) |
\n  tee \/tmp\/qdrant-collections-before.json |
\n  python3 -m json.tool<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

\u3053\u306e\u57fa\u6e96\u5024\u3092\u6b8b\u3059\u3053\u3068\u3067\u3001\u6587\u66f8\u767b\u9332\u5f8c\u306b\u4f5c\u6210\u3055\u308c\u305f\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u65e2\u5b58\u30c7\u30fc\u30bf\u3068\u533a\u5225\u3067\u304d\u308b\u3002Open WebUI \u306e\u7248\u3084\u8a2d\u5b9a\u306b\u3088\u3063\u3066\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d\u304c\u5909\u308f\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u7279\u5b9a\u306e\u540d\u79f0\u304c\u4f5c\u6210\u3055\u308c\u308b\u3053\u3068\u3092\u524d\u63d0\u306b\u305b\u305a\u3001\u767b\u9332\u524d\u5f8c\u306e\u5dee\u5206\u3067\u5224\u5b9a\u3059\u308b\u3002<\/p>\n

5.4 \u30ed\u30fc\u30ab\u30eb\u51e6\u7406\u7d4c\u8def\u3068\u3057\u3066\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

Open WebUI \u306f\u3001Ollama \u4ee5\u5916\u306e\u751f\u6210 API\u3001\u5916\u90e8\u306e\u57cb\u3081\u8fbc\u307f\u30b5\u30fc\u30d3\u30b9\u3001\u30a6\u30a7\u30d6\u691c\u7d22\u3001\u8907\u6570\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u3082\u63a5\u7d9a\u3067\u304d\u308b\u3002\u672c\u69cb\u6210\u304c\u30ed\u30fc\u30ab\u30eb RAG \u306b\u306a\u308b\u306e\u306f\u3001Open WebUI \u3084 Ollama \u3068\u3044\u3046\u88fd\u54c1\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3067\u306f\u306a\u3044\u3002\u751f\u6210\u3001\u57cb\u3081\u8fbc\u307f\u3001\u691c\u7d22\u3001\u6587\u66f8\u62bd\u51fa\u306e\u5404\u51e6\u7406\u5148\u3092\u3001MacBook Pro \u3068 Docker Desktop \u306e\u5185\u90e8\u3078\u660e\u793a\u7684\u306b\u914d\u7f6e\u3057\u3066\u3044\u308b\u305f\u3081\u3067\u3042\u308b\u3002<\/p>\n

\u5b9f\u884c\u4e2d\u306e Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u3078\u3001Compose \u3067\u6307\u5b9a\u3057\u305f\u63a5\u7d9a\u8a2d\u5b9a\u304c\u6e21\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

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<\/div><\/td>
docker compose exec -T open-webui python3 - <<'PY'
\nimport os
\n
\nnames = (
\n    "ENABLE_PERSISTENT_CONFIG",
\n    "ENABLE_OLLAMA_API",
\n    "OLLAMA_BASE_URL",
\n    "ENABLE_OPENAI_API",
\n    "ENABLE_WEB_SEARCH",
\n    "VECTOR_DB",
\n    "QDRANT_URI",
\n    "QDRANT_PREFER_GRPC",
\n    "RAG_EMBEDDING_ENGINE",
\n    "RAG_EMBEDDING_MODEL",
\n    "CONTENT_EXTRACTION_ENGINE",
\n)
\n
\nfor name in names:
\n    print(f"{name}={os.environ.get(name, '')}")
\nPY<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n\n\n\n\n\n\n\n\n
\u51e6\u7406<\/th>\n\u8a2d\u5b9a\u3057\u305f\u63a5\u7d9a\u5148<\/th>\n\u5b9f\u884c\u7d4c\u8def\u306e\u78ba\u8a8d\u65b9\u6cd5<\/th>\n\u6210\u529f\u3057\u3066\u3082\u8a3c\u660e\u3067\u304d\u306a\u3044\u3053\u3068<\/th>\n<\/tr>\n<\/thead>\n
\u751f\u6210<\/td>\nhost.docker.internal:11434 \u306e Ollama \u3078\u63a5\u7d9a\u3059\u308b\u3002<\/td>\n\u30b3\u30f3\u30c6\u30ca\u30fc\u5185\u304b\u3089\u30e2\u30c7\u30eb\u4e00\u89a7\u3092\u53d6\u5f97\u3057\u3001Open WebUI \u3067\u901a\u5e38\u5bfe\u8a71\u3092\u884c\u3046\u3002<\/td>\nKnowledge \u306e\u691c\u7d22\u7d50\u679c\u304c\u56de\u7b54\u3078\u4f7f\u308f\u308c\u305f\u3053\u3068\u306f\u8a3c\u660e\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u57cb\u3081\u8fbc\u307f<\/td>\n\u540c\u3058 Ollama \u4e0a\u306e embeddinggemma \u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u6587\u66f8\u767b\u9332\u6642\u306e Ollama \u3068 Open WebUI \u306e\u30ed\u30b0\u3001Qdrant \u306e\u70b9\u6570\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n\u53d6\u5f97\u3055\u308c\u305f\u65ad\u7247\u304c\u8cea\u554f\u306b\u9069\u5207\u3067\u3042\u308b\u3053\u3068\u306f\u70b9\u6570\u3060\u3051\u3067\u306f\u5206\u304b\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u30d9\u30af\u30c8\u30eb\u4fdd\u5b58<\/td>\nDocker \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5185\u306e qdrant:6333 \u3078\u63a5\u7d9a\u3059\u308b\u3002<\/td>\nOpen WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u8a8d\u8a3c\u4ed8\u304d API \u3092\u547c\u3073\u51fa\u3059\u3002<\/td>\n\u4fdd\u5b58\u3055\u308c\u305f\u5404\u70b9\u306b\u9069\u5207\u306a\u6587\u66f8\u65ad\u7247\u304c\u542b\u307e\u308c\u308b\u304b\u306f\u5225\u306b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u6587\u66f8\u62bd\u51fa<\/td>\nOpen WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u5185\u306e\u6a19\u6e96\u62bd\u51fa\u6a5f\u69cb\u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u6587\u5b57\u5c64\u3092\u6301\u3064 Markdown\u3001HTML\u3001PDF \u3092\u767b\u9332\u3057\u3001\u56fa\u6709\u6587\u5b57\u5217\u3092\u691c\u7d22\u3059\u308b\u3002<\/td>\n\u753b\u50cf\u3060\u3051\u306e PDF \u3084\u8907\u96d1\u306a\u8868\u3092\u6b63\u78ba\u306b\u62bd\u51fa\u3067\u304d\u308b\u3053\u3068\u306f\u8a3c\u660e\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

ENABLE_OPENAI_API=False \u3068 ENABLE_WEB_SEARCH=False \u306f\u3001Open WebUI \u304b\u3089\u5916\u90e8\u751f\u6210 API \u3068\u30a6\u30a7\u30d6\u691c\u7d22\u3092\u5229\u7528\u3057\u306a\u3044\u305f\u3081\u306e\u8a2d\u5b9a\u3067\u3042\u308b\u3002RAG_EMBEDDING_ENGINE=ollama \u3068 VECTOR_DB=qdrant \u306b\u3088\u308a\u3001\u57cb\u3081\u8fbc\u307f\u751f\u6210\u3068\u30d9\u30af\u30c8\u30eb\u4fdd\u5b58\u3082\u30ed\u30fc\u30ab\u30eb\u306e\u63a5\u7d9a\u5148\u3078\u56fa\u5b9a\u3059\u308b\u3002<\/p>\n

\u305f\u3060\u3057\u3001\u3053\u308c\u3089\u306e\u8a2d\u5b9a\u3060\u3051\u3067\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u3068 Ollama \u306e\u5168\u5916\u5411\u304d\u901a\u4fe1\u304c\u906e\u65ad\u3055\u308c\u305f\u3053\u3068\u306b\u306f\u306a\u3089\u306a\u3044\u3002Docker Desktop \u306e\u901a\u5e38\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u306f\u5916\u90e8\u3078\u306e\u901a\u4fe1\u7d4c\u8def\u304c\u3042\u308a\u3001\u30e2\u30c7\u30eb\u53d6\u5f97\u3001\u30a4\u30e1\u30fc\u30b8\u53d6\u5f97\u3001\u66f4\u65b0\u78ba\u8a8d\u306a\u3069\u3001RAG \u306e\u56de\u7b54\u51e6\u7406\u3068\u306f\u7570\u306a\u308b\u901a\u4fe1\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u3053\u3053\u3067\u78ba\u8a8d\u3067\u304d\u308b\u306e\u306f\u3001\u8cea\u554f\u304b\u3089\u56de\u7b54\u307e\u3067\u306e\u751f\u6210\u3001\u57cb\u3081\u8fbc\u307f\u3001\u691c\u7d22\u3001\u6587\u66f8\u62bd\u51fa\u306e\u63a5\u7d9a\u5148\u304c\u30ed\u30fc\u30ab\u30eb\u3078\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u904b\u7528\u6761\u4ef6<\/th>\n\u6210\u7acb\u306b\u5fc5\u8981\u306a\u78ba\u8a8d<\/th>\n<\/tr>\n<\/thead>\n
\u56de\u7b54\u51e6\u7406\u3092\u30ed\u30fc\u30ab\u30eb\u3067\u5b8c\u7d50\u3055\u305b\u308b<\/td>\n\u751f\u6210\u3001\u57cb\u3081\u8fbc\u307f\u3001\u691c\u7d22\u3001\u6587\u66f8\u62bd\u51fa\u306e\u63a5\u7d9a\u5148\u304c\u3059\u3079\u3066\u30ed\u30fc\u30ab\u30eb\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u5916\u90e8\u751f\u6210\u30b5\u30fc\u30d3\u30b9\u3078\u6587\u66f8\u3092\u9001\u4fe1\u3057\u306a\u3044<\/td>\n\u5916\u90e8\u751f\u6210 API \u3068\u5916\u90e8\u57cb\u3081\u8fbc\u307f API \u3092\u7121\u52b9\u306b\u3057\u3001\u4f7f\u7528\u30e2\u30c7\u30eb\u3092 Ollama \u3078\u9650\u5b9a\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u7aef\u672b\u304b\u3089\u306e\u5916\u5411\u304d\u901a\u4fe1\u3092\u5168\u9762\u7684\u306b\u7981\u6b62\u3059\u308b<\/td>\n\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u8a2d\u5b9a\u3060\u3051\u306b\u4f9d\u5b58\u305b\u305a\u3001\u30d5\u30a1\u30a4\u30a2\u30a6\u30a9\u30fc\u30eb\u307e\u305f\u306f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5236\u5fa1\u3067\u906e\u65ad\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5207\u65ad\u5f8c\u3082\u5229\u7528\u3059\u308b<\/td>\n\u5fc5\u8981\u306a\u30e2\u30c7\u30eb\u3001\u30a4\u30e1\u30fc\u30b8\u3001\u6587\u66f8\u62bd\u51fa\u7528\u8cc7\u6e90\u304c\u4e8b\u524d\u306b\u30ed\u30fc\u30ab\u30eb\u3078\u53d6\u5f97\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u533a\u5225\u3092\u8a2d\u3051\u306a\u3044\u3068\u3001\u300c\u30ed\u30fc\u30ab\u30eb\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u305f\u300d\u300c\u30a6\u30a7\u30d6\u691c\u7d22\u3092\u7121\u52b9\u306b\u3057\u305f\u300d\u3068\u3044\u3046\u753b\u9762\u4e0a\u306e\u8a2d\u5b9a\u3060\u3051\u3067\u3001\u5916\u90e8\u901a\u4fe1\u304c\u4e00\u5207\u306a\u3044\u3068\u8aa4\u8a8d\u3059\u308b\u3002\u30ed\u30fc\u30ab\u30eb RAG \u306e\u69cb\u6210\u78ba\u8a8d\u3067\u306f\u3001\u56de\u7b54\u3092\u4f5c\u308b\u30c7\u30fc\u30bf\u7d4c\u8def\u3068\u3001\u7aef\u672b\u5168\u4f53\u306e\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u9694\u96e2\u3092\u5225\u306e\u8981\u4ef6\u3068\u3057\u3066\u6271\u3046\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

\u3053\u306e\u7ae0\u306e\u5b8c\u4e86\u6761\u4ef6\u306f\u3001Open WebUI \u306e\u753b\u9762\u306b\u751f\u6210\u7528\u30e2\u30c7\u30eb\u304c\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u3060\u3051\u3067\u306f\u306a\u3044\u3002macOS \u304b\u3089 Ollama API \u3092\u547c\u3073\u51fa\u305b\u308b\u3053\u3068\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u540c\u3058 API \u3078\u5230\u9054\u3067\u304d\u308b\u3053\u3068\u3001Knowledge \u3092\u63a5\u7d9a\u3057\u306a\u3044\u901a\u5e38\u5bfe\u8a71\u304c\u6210\u529f\u3059\u308b\u3053\u3068\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u8a8d\u8a3c\u4ed8\u304d\u3067 Qdrant \u3078\u63a5\u7d9a\u3067\u304d\u308b\u3053\u3068\u3001\u6587\u66f8\u767b\u9332\u524d\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u72b6\u614b\u3092\u8a18\u9332\u3067\u304d\u308b\u3053\u3068\u307e\u3067\u3092\u500b\u5225\u306b\u78ba\u8a8d\u3059\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6b21\u7ae0\u306e\u6587\u66f8\u767b\u9332\u3067\u969c\u5bb3\u304c\u8d77\u304d\u305f\u5834\u5408\u306f\u3001\u751f\u6210\u7d4c\u8def\u3068\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u63a5\u7d9a\u3092\u5207\u308a\u5206\u3051\u6e08\u307f\u306e\u524d\u63d0\u3068\u3057\u3066\u3001\u6587\u5b57\u62bd\u51fa\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u751f\u6210\u3001\u30d9\u30af\u30c8\u30eb\u4fdd\u5b58\u3092\u8abf\u3079\u3089\u308c\u308b\u3002<\/p>\n

\n

6. \u6587\u66f8\u3092\u691c\u7d22\u53ef\u80fd\u306a\u30c1\u30e3\u30f3\u30af\u3078\u5909\u63db\u3059\u308b<\/h2>\n

6.1 \u6587\u8108\u3092\u5916\u90e8\u5316\u3057\u3066\u691c\u7d22\u5bfe\u8c61\u306b\u3059\u308b<\/h3>\n

\u5229\u7528\u8005\u56fa\u6709\u306e\u5224\u65ad\u57fa\u6e96\u3001\u904b\u7528\u624b\u9806\u3001\u4f8b\u5916\u6761\u4ef6\u306f\u3001\u751f\u6210\u7528 LLM \u306e\u5185\u90e8\u77e5\u8b58\u306b\u306f\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u3002\u4f1a\u8a71\u306e\u305f\u3073\u306b\u8aac\u660e\u3057\u306a\u3051\u308c\u3070\u53c2\u7167\u3067\u304d\u306a\u3044\u60c5\u5831\u3092\u7d99\u7d9a\u7684\u306b\u5229\u7528\u3059\u308b\u306b\u306f\u3001\u6697\u9ed9\u77e5\u3092\u6587\u66f8\u3068\u3057\u3066\u5916\u90e8\u5316\u3057\u3001\u691c\u7d22\u53ef\u80fd\u306a\u60c5\u5831\u69cb\u9020\u3078\u5909\u63db\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b[24]<\/a>\u3002<\/p>\n

\u5916\u90e8\u5316\u3068\u306f\u3001\u5358\u306b\u6587\u7ae0\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u5bfe\u8c61\u3001\u6761\u4ef6\u3001\u5024\u3001\u4f8b\u5916\u3001\u5224\u65ad\u4e3b\u4f53\u306e\u5bfe\u5fdc\u95a2\u4fc2\u3092\u3001\u6587\u66f8\u3092\u5206\u5272\u3057\u305f\u5f8c\u306b\u3082\u8aad\u307f\u53d6\u308c\u308b\u5f62\u3067\u8a18\u8ff0\u3059\u308b\u3002\u305f\u3068\u3048\u3070\u300c47821\u300d\u3068\u3044\u3046\u6570\u5024\u3060\u3051\u3092\u8a18\u9332\u3057\u3066\u3082\u3001\u305d\u308c\u304c\u672c\u756a\u30dd\u30fc\u30c8\u306a\u306e\u304b\u3001\u969c\u5bb3\u756a\u53f7\u306a\u306e\u304b\u3001\u6642\u523b\u306a\u306e\u304b\u3092\u691c\u7d22\u7d50\u679c\u304b\u3089\u78ba\u5b9a\u3067\u304d\u306a\u3044\u3002\u300cArgolet \u306e\u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8\u306f 47821 \u3067\u3042\u308b\u300d\u3068\u8a18\u8ff0\u3059\u308b\u3053\u3068\u3067\u3001\u540d\u79f0\u3001\u74b0\u5883\u3001\u7528\u9014\u3001\u5024\u304c\u4e00\u3064\u306e\u610f\u5473\u5358\u4f4d\u306b\u306a\u308b\u3002<\/p>\n

Open WebUI \u306e Knowledge \u306f\u3001\u8907\u6570\u306e\u4f1a\u8a71\u304b\u3089\u518d\u5229\u7528\u3059\u308b\u6587\u66f8\u96c6\u5408\u3092\u7ba1\u7406\u3059\u308b\u5358\u4f4d\u3067\u3042\u308b\u3002Focused Retrieval \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u767b\u9332\u6587\u66f8\u3092\u8cea\u554f\u306e\u305f\u3073\u306b\u5168\u6587\u6295\u5165\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u8cea\u554f\u3068\u610f\u5473\u7684\u306b\u8fd1\u3044\u30c1\u30e3\u30f3\u30af\u3092\u691c\u7d22\u3057\u3066\u751f\u6210\u7528 LLM \u3078\u6e21\u3059[25]<\/a>\u3002\u672c\u69cb\u6210\u3067\u306f RAG_FULL_CONTEXT=False \u3068\u3057\u3066\u3044\u308b\u305f\u3081\u3001Knowledge \u5168\u6587\u3067\u306f\u306a\u304f\u3001Qdrant \u304b\u3089\u53d6\u5f97\u3057\u305f\u4e0a\u4f4d 3 \u4ef6\u306e\u30c1\u30e3\u30f3\u30af\u304c\u56de\u7b54\u751f\u6210\u306e\u5019\u88dc\u306b\u306a\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
\u60c5\u5831\u306e\u72b6\u614b<\/th>\n\u751f\u6210\u7528 LLM \u304b\u3089\u306e\u5229\u7528\u65b9\u6cd5<\/th>\n\u5236\u7d04<\/th>\n<\/tr>\n<\/thead>\n
\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u6642\u306b\u5185\u90e8\u5316\u3055\u308c\u305f\u4e00\u822c\u77e5\u8b58<\/td>\n\u5916\u90e8\u6587\u66f8\u3092\u63a5\u7d9a\u305b\u305a\u306b\u56de\u7b54\u3078\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u5b66\u7fd2\u5f8c\u306b\u8ffd\u52a0\u3055\u308c\u305f\u60c5\u5831\u3001\u7d44\u7e54\u56fa\u6709\u306e\u898f\u5247\u3001\u67b6\u7a7a\u60c5\u5831\u306f\u539f\u5247\u3068\u3057\u3066\u53c2\u7167\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u73fe\u5728\u306e\u4f1a\u8a71\u3078\u76f4\u63a5\u8a18\u8f09\u3057\u305f\u60c5\u5831<\/td>\n\u4f1a\u8a71\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u53c2\u7167\u3059\u308b\u3002<\/td>\n\u5225\u306e\u4f1a\u8a71\u3067\u306f\u518d\u5165\u529b\u304c\u5fc5\u8981\u306b\u306a\u308a\u3001\u4f1a\u8a71\u5c65\u6b74\u304c\u9577\u304f\u306a\u308b\u307b\u3069\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6d88\u8cbb\u3059\u308b\u3002<\/td>\n<\/tr>\n
Knowledge \u3078\u767b\u9332\u3057\u305f\u6587\u66f8<\/td>\n\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u30c1\u30e3\u30f3\u30af\u3092\u691c\u7d22\u3057\u3066\u56de\u7b54\u3078\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u6587\u5b57\u62bd\u51fa\u3001\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u3001\u691c\u7d22\u306e\u3044\u305a\u308c\u304b\u306b\u5931\u6557\u3059\u308b\u3068\u53c2\u7167\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n
\u6587\u66f8\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u6697\u9ed9\u77e5<\/td>\n\u76f4\u63a5\u306f\u53c2\u7167\u3067\u304d\u306a\u3044\u3002<\/td>\n\u751f\u6210\u7528 LLM \u304c\u4e00\u822c\u77e5\u8b58\u304b\u3089\u88dc\u5b8c\u3059\u308b\u3068\u3001\u5b9f\u969b\u306e\u904b\u7528\u898f\u5247\u3068\u7570\u306a\u308b\u56de\u7b54\u306b\u306a\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

Knowledge \u3078\u767b\u9332\u3059\u308b\u60c5\u5831\u306f\u3001\u56de\u7b54\u6587\u305d\u306e\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u56de\u7b54\u3092\u6c7a\u3081\u308b\u6839\u62e0\u3068\u3057\u3066\u8a18\u8ff0\u3059\u308b\u3002\u904b\u7528\u62c5\u5f53\u8005\u304c\u300c\u672c\u756a\u30dd\u30fc\u30c8\u306f\u4f55\u304b\u300d\u3068\u8cea\u554f\u3059\u308b\u5834\u5408\u3001\u6587\u66f8\u306b\u306f\u30dd\u30fc\u30c8\u756a\u53f7\u3060\u3051\u3067\u306a\u304f\u3001\u672c\u756a\u74b0\u5883\u3068\u958b\u767a\u74b0\u5883\u306e\u533a\u5225\u3092\u6b8b\u3059\u3002\u7dca\u6025\u505c\u6b62\u65b9\u6cd5\u3092\u5c0b\u306d\u308b\u5834\u5408\u306f\u3001\u624b\u9806\u540d\u3060\u3051\u3067\u306a\u304f\u3001\u64cd\u4f5c\u9806\u5e8f\u3068\u9069\u7528\u6761\u4ef6\u3092\u6b8b\u3059\u3002\u691c\u7d22\u3055\u308c\u305f\u4e00\u3064\u306e\u30c1\u30e3\u30f3\u30af\u3060\u3051\u3092\u8aad\u3093\u3067\u3082\u5224\u65ad\u3067\u304d\u308b\u8a18\u8ff0\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u751f\u6210\u7528 LLM \u304c\u6b20\u843d\u90e8\u5206\u3092\u63a8\u6e2c\u3059\u308b\u4f59\u5730\u3092\u6e1b\u3089\u305b\u308b\u3002<\/p>\n

6.2 \u5bfe\u7167\u8a66\u9a13\u7528\u306e Markdown \u3092\u4f5c\u308b<\/h3>\n

RAG \u306e\u6210\u7acb\u3092\u691c\u8a3c\u3059\u308b\u306b\u306f\u3001\u751f\u6210\u7528 LLM \u304c\u4e8b\u524d\u77e5\u8b58\u304b\u3089\u6b63\u7b54\u3067\u304d\u306a\u3044\u6587\u66f8\u3092\u7528\u610f\u3059\u308b\u3002\u5b9f\u5728\u3059\u308b\u88fd\u54c1\u3001\u4e00\u822c\u7684\u306a\u30dd\u30fc\u30c8\u756a\u53f7\u3001\u65e2\u77e5\u306e\u904b\u7528\u7528\u8a9e\u3092\u4f7f\u3046\u3068\u3001Knowledge \u3092\u53c2\u7167\u3057\u306a\u304f\u3066\u3082\u56de\u7b54\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u6b8b\u308b\u3002\u305d\u3053\u3067\u3001\u67b6\u7a7a\u306e\u30b7\u30b9\u30c6\u30e0\u540d\u3001\u4e00\u822c\u7684\u306a\u898f\u5247\u304b\u3089\u5c0e\u3051\u306a\u3044\u6570\u5024\u3001\u9020\u8a9e\u306b\u3088\u308b\u624b\u9806\u540d\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3002<\/p>\n

\u691c\u8a3c\u6587\u66f8\u306b\u306f\u3001\u6b63\u7b54\u5bfe\u8c61\u3060\u3051\u3067\u306a\u304f\u3001\u53d6\u308a\u9055\u3048\u3084\u63a8\u6e2c\u3092\u691c\u51fa\u3059\u308b\u305f\u3081\u306e\u5bfe\u7167\u60c5\u5831\u3082\u5165\u308c\u308b\u3002\u672c\u756a\u30dd\u30fc\u30c8\u3068\u958b\u767a\u30dd\u30fc\u30c8\u3092\u8fd1\u3044\u5024\u306b\u3057\u3001\u8cea\u554f\u5bfe\u8c61\u306e\u74b0\u5883\u3092\u8b58\u5225\u3057\u306a\u3051\u308c\u3070\u6b63\u7b54\u3067\u304d\u306a\u3044\u5f62\u306b\u3059\u308b\u3002\u6587\u66f8\u306b\u8a18\u8f09\u3057\u3066\u3044\u306a\u3044\u958b\u767a\u8cac\u4efb\u8005\u540d\u3082\u660e\u793a\u3057\u3001\u60c5\u5831\u4e0d\u8db3\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u67b6\u7a7a\u306e\u4eba\u7269\u540d\u3092\u751f\u6210\u3057\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

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<\/div><\/td>
cat > documents\/argolet.md <<'EOF'
\n# Argolet \u904b\u7528\u30ac\u30a4\u30c9
\n
\n## \u672c\u756a\u63a5\u7d9a
\n
\nArgolet \u306e\u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8\u306f 47821 \u3067\u3042\u308b\u3002
\n\u958b\u767a\u74b0\u5883\u306e\u4fdd\u5b88\u30dd\u30fc\u30c8\u306f 47822 \u3067\u3042\u308b\u3002
\n
\n\u672c\u756a\u74b0\u5883\u3078\u63a5\u7d9a\u3059\u308b\u5834\u5408\u306f\u3001\u63a5\u7d9a\u5148\u304c production \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089 47821 \u756a\u30dd\u30fc\u30c8\u3092\u4f7f\u7528\u3059\u308b\u3002
\n\u958b\u767a\u74b0\u5883\u306e 47822 \u756a\u30dd\u30fc\u30c8\u3092\u672c\u756a\u4fdd\u5b88\u306b\u4f7f\u7528\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002
\n
\n## \u7dca\u6025\u505c\u6b62
\n
\n\u7dca\u6025\u505c\u6b62\u6642\u306b\u306f Lapis-7 \u624b\u9806\u3092\u4f7f\u7528\u3059\u308b\u3002
\nLapis-7 \u624b\u9806\u3067\u306f\u3001\u6700\u521d\u306b\u63a5\u7d9a\u30ad\u30e5\u30fc\u3092\u505c\u6b62\u3057\u3001\u305d\u306e\u5f8c\u306b\u66f8\u304d\u8fbc\u307f\u51e6\u7406\u3092\u505c\u6b62\u3059\u308b\u3002
\n
\n\u66f8\u304d\u8fbc\u307f\u51e6\u7406\u3092\u5148\u306b\u505c\u6b62\u3059\u308b\u3068\u3001\u63a5\u7d9a\u30ad\u30e5\u30fc\u306b\u6b8b\u3063\u305f\u8981\u6c42\u306e\u72b6\u614b\u3092\u78ba\u5b9a\u3067\u304d\u306a\u304f\u306a\u308b\u305f\u3081\u3001\u64cd\u4f5c\u9806\u5e8f\u3092\u9006\u306b\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002
\n
\n## \u5fa9\u65e7\u6761\u4ef6
\n
\n\u5fa9\u65e7\u3092\u958b\u59cb\u3067\u304d\u308b\u306e\u306f\u3001\u76e3\u8996\u6307\u6a19 Rho-Blue \u304c 15 \u5206\u9593\u9023\u7d9a\u3057\u3066 0.20 \u672a\u6e80\u306b\u306a\u3063\u305f\u5834\u5408\u3060\u3051\u3067\u3042\u308b\u3002
\n
\n\u4e00\u6642\u7684\u306b 0.20 \u672a\u6e80\u306b\u306a\u3063\u3066\u3082\u300115 \u5206\u9593\u306e\u9023\u7d9a\u6761\u4ef6\u3092\u6e80\u305f\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u5fa9\u65e7\u3092\u958b\u59cb\u3057\u306a\u3044\u3002
\n
\n## \u7ba1\u7406\u60c5\u5831
\n
\n\u672c\u66f8\u306b\u306f Argolet \u306e\u958b\u767a\u8cac\u4efb\u8005\u540d\u3092\u8a18\u8f09\u3057\u3066\u3044\u306a\u3044\u3002
\n\u958b\u767a\u8cac\u4efb\u8005\u540d\u3092\u5c0b\u306d\u3089\u308c\u305f\u5834\u5408\u306f\u3001\u672c\u66f8\u304b\u3089\u306f\u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u56de\u7b54\u3059\u308b\u3002
\nEOF
\n
\ncat documents\/argolet.md<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

\u77ed\u3044\u6587\u66f8\u3067\u3042\u3063\u3066\u3082\u3001\u540d\u79f0\u3001\u5024\u3001\u6761\u4ef6\u3001\u4f8b\u5916\u3092\u5225\u3005\u306e\u898b\u51fa\u3057\u3078\u914d\u7f6e\u3059\u308b\u3002Markdown \u306e\u898b\u51fa\u3057\u306f\u6587\u66f8\u69cb\u9020\u3092\u793a\u3059\u3060\u3051\u3067\u306a\u304f\u3001\u672c\u69cb\u6210\u3067\u306f\u30c1\u30e3\u30f3\u30af\u5206\u5272\u306e\u524d\u51e6\u7406\u306b\u3082\u4f7f\u7528\u3055\u308c\u308b\u3002\u898b\u51fa\u3057\u5358\u4f4d\u3067\u8a71\u984c\u3092\u5206\u96e2\u3059\u308b\u3053\u3068\u3067\u3001\u672c\u756a\u63a5\u7d9a\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u7dca\u6025\u505c\u6b62\u3084\u5fa9\u65e7\u6761\u4ef6\u306e\u8a18\u8ff0\u304c\u540c\u3058\u691c\u7d22\u5358\u4f4d\u3078\u6df7\u5165\u3057\u306b\u304f\u304f\u306a\u308b\u3002<\/p>\n

\u4f5c\u6210\u5f8c\u306f\u3001\u767b\u9332\u3059\u308b\u539f\u6587\u3092\u8a18\u9332\u3059\u308b\u3002\u5f8c\u304b\u3089\u6587\u66f8\u3092\u66f8\u304d\u63db\u3048\u3066\u518d\u767b\u9332\u3057\u305f\u5834\u5408\u3001\u65e7\u30d9\u30af\u30c8\u30eb\u3068\u65b0\u3057\u3044\u539f\u6587\u3092\u6df7\u540c\u3059\u308b\u3068\u3001\u691c\u7d22\u7d50\u679c\u306e\u5dee\u304c\u8a2d\u5b9a\u5909\u66f4\u306b\u3088\u308b\u3082\u306e\u304b\u6587\u66f8\u5909\u66f4\u306b\u3088\u308b\u3082\u306e\u304b\u3092\u5224\u5b9a\u3067\u304d\u306a\u3044\u3002<\/p>\n

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<\/div><\/td>
file documents\/argolet.md
\nwc -c documents\/argolet.md
\nshasum -a 256 documents\/argolet.md
\ngrep -n -E '47821|47822|Lapis-7|Rho-Blue|\u958b\u767a\u8cac\u4efb\u8005' \\
\n  documents\/argolet.md<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n\n\n\n\n\n\n\n\n\n\n
\u691c\u8a3c\u60c5\u5831<\/th>\n\u6587\u66f8\u306b\u5165\u308c\u305f\u7406\u7531<\/th>\n\u691c\u51fa\u3059\u308b\u5931\u6557<\/th>\n<\/tr>\n<\/thead>\n
\u672c\u756a\u30dd\u30fc\u30c8 47821<\/td>\nKnowledge \u63a5\u7d9a\u6642\u306b\u53d6\u5f97\u3059\u3079\u304d\u6b63\u7b54\u3068\u3059\u308b\u3002<\/td>\n\u6587\u66f8\u304c\u691c\u7d22\u3055\u308c\u306a\u3044\u3001\u6570\u5024\u304c\u6b20\u843d\u3059\u308b\u3001\u5225\u306e\u5024\u3092\u751f\u6210\u3059\u308b\u5931\u6557\u3092\u691c\u51fa\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u958b\u767a\u30dd\u30fc\u30c8 47822<\/td>\n\u672c\u756a\u30dd\u30fc\u30c8\u306b\u8fd1\u3044\u5bfe\u7167\u5024\u3068\u3057\u3066\u7f6e\u304f\u3002<\/td>\n\u74b0\u5883\u6761\u4ef6\u3092\u7121\u8996\u3057\u3001\u985e\u4f3c\u3059\u308b\u6570\u5024\u3092\u53d6\u308a\u9055\u3048\u308b\u5931\u6557\u3092\u691c\u51fa\u3059\u308b\u3002<\/td>\n<\/tr>\n
Lapis-7 \u624b\u9806<\/td>\n\u4e8b\u524d\u77e5\u8b58\u304b\u3089\u63a8\u6e2c\u3067\u304d\u306a\u3044\u56fa\u6709\u306e\u624b\u9806\u540d\u3068\u3059\u308b\u3002<\/td>\n\u610f\u5473\u691c\u7d22\u304c\u5fc5\u8981\u306a\u6587\u66f8\u65ad\u7247\u3092\u53d6\u5f97\u3067\u304d\u306a\u3044\u5931\u6557\u3092\u691c\u51fa\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u63a5\u7d9a\u30ad\u30e5\u30fc\u3001\u66f8\u304d\u8fbc\u307f\u51e6\u7406\u306e\u9806\u5e8f<\/td>\n\u540d\u79f0\u3060\u3051\u3067\u306a\u304f\u3001\u8907\u6570\u6bb5\u968e\u306e\u624b\u9806\u3092\u4fdd\u6301\u3067\u304d\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n\u53d6\u5f97\u30c1\u30e3\u30f3\u30af\u304c\u77ed\u3059\u304e\u3066\u64cd\u4f5c\u9806\u5e8f\u304c\u5206\u65ad\u3055\u308c\u308b\u5931\u6557\u3092\u691c\u51fa\u3059\u308b\u3002<\/td>\n<\/tr>\n
Rho-Blue \u306e 15 \u5206\u9023\u7d9a\u6761\u4ef6<\/td>\n\u6307\u6a19\u540d\u3001\u95be\u5024\u3001\u7d99\u7d9a\u6642\u9593\u3092\u4e00\u4f53\u3068\u3057\u3066\u691c\u7d22\u3055\u305b\u308b\u3002<\/td>\n\u95be\u5024\u3060\u3051\u3092\u53d6\u5f97\u3057\u3001\u6642\u9593\u6761\u4ef6\u3092\u6b20\u843d\u3055\u305b\u308b\u5931\u6557\u3092\u691c\u51fa\u3059\u308b\u3002<\/td>\n<\/tr>\n
\u8a18\u8f09\u306e\u306a\u3044\u958b\u767a\u8cac\u4efb\u8005\u540d<\/td>\n\u60c5\u5831\u4e0d\u8db3\u6642\u306b\u56de\u7b54\u3092\u4fdd\u7559\u3067\u304d\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n\u6587\u66f8\u306b\u306a\u3044\u56fa\u6709\u540d\u8a5e\u3092\u751f\u6210\u3059\u308b\u5931\u6557\u3092\u691c\u51fa\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u3053\u306e\u6587\u66f8\u3067\u306f\u3001\u5358\u7d14\u306a\u6b63\u7b54\u7387\u3060\u3051\u3067\u306a\u304f\u3001\u6761\u4ef6\u8b58\u5225\u3001\u624b\u9806\u4fdd\u6301\u3001\u60c5\u5831\u4e0d\u8db3\u6642\u306e\u6291\u5236\u3092\u8a66\u9a13\u3067\u304d\u308b\u3002RAG \u304c\u6a5f\u80fd\u3057\u3066\u3044\u3066\u3082\u3001\u53d6\u5f97\u30c1\u30e3\u30f3\u30af\u306b\u5fc5\u8981\u306a\u6761\u4ef6\u304c\u542b\u307e\u308c\u306a\u3051\u308c\u3070\u3001\u751f\u6210\u7528 LLM \u306f\u90e8\u5206\u7684\u306b\u6b63\u3057\u3044\u56de\u7b54\u3092\u8fd4\u3059\u3002\u8907\u6570\u306e\u5931\u6557\u5f62\u5f0f\u3092\u4e00\u3064\u306e\u77ed\u3044\u6587\u66f8\u3078\u57cb\u3081\u8fbc\u3080\u3053\u3068\u3067\u3001\u691c\u7d22\u3068\u751f\u6210\u306e\u3069\u3061\u3089\u306b\u8abf\u6574\u304c\u5fc5\u8981\u304b\u3092\u5224\u5225\u3057\u3084\u3059\u304f\u3059\u308b\u3002<\/p>\n

6.3 Open WebUI \u306b Knowledge \u3092\u4f5c\u308b<\/h3>\n

Open WebUI \u3067 Knowledge \u3092\u4f5c\u6210\u3057\u3001\u691c\u8a3c\u6587\u66f8\u3092\u767b\u9332\u3059\u308b\u3002<\/p>\n

    \n
  1. Open WebUI \u3078\u7ba1\u7406\u8005\u307e\u305f\u306f Knowledge \u306e\u7de8\u96c6\u6a29\u9650\u3092\u6301\u3064\u5229\u7528\u8005\u3068\u3057\u3066\u30ed\u30b0\u30a4\u30f3\u3059\u308b\u3002<\/li>\n
  2. Workspace<\/strong> \u3092\u958b\u304f\u3002<\/li>\n
  3. Knowledge<\/strong> \u3092\u958b\u304d\u3001\u65b0\u3057\u3044 Knowledge \u3092\u4f5c\u6210\u3059\u308b\u3002<\/li>\n
  4. \u540d\u79f0\u3092 Argolet Operations \u3068\u3059\u308b\u3002<\/li>\n
  5. \u691c\u7d22\u65b9\u5f0f\u3068\u3057\u3066 Focused Retrieval \u3092\u4f7f\u7528\u3059\u308b\u3002<\/li>\n
  6. documents\/argolet.md \u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3002<\/li>\n
  7. \u51e6\u7406\u4e2d\u306e\u8868\u793a\u304c\u7d42\u4e86\u3057\u3001\u30d5\u30a1\u30a4\u30eb\u304c\u5229\u7528\u53ef\u80fd\u306a\u72b6\u614b\u306b\u306a\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/li>\n<\/ol>\n

    \u30d5\u30a1\u30a4\u30eb\u3092\u4f1a\u8a71\u3078\u76f4\u63a5\u6dfb\u4ed8\u3059\u308b\u65b9\u6cd5\u3067\u3082\u3001\u305d\u306e\u4f1a\u8a71\u5185\u3067\u6587\u66f8\u3092\u53c2\u7167\u3067\u304d\u308b\u3002Knowledge \u306f\u3001\u540c\u3058\u6587\u66f8\u96c6\u5408\u3092\u8907\u6570\u306e\u4f1a\u8a71\u3084\u30e2\u30c7\u30eb\u8a2d\u5b9a\u304b\u3089\u518d\u5229\u7528\u3059\u308b\u5834\u5408\u306b\u4f7f\u3046\u3002\u904b\u7528\u624b\u9806\u3001\u4ed5\u69d8\u66f8\u3001\u898f\u7a0b\u306e\u3088\u3046\u306b\u7d99\u7d9a\u3057\u3066\u53c2\u7167\u3059\u308b\u6587\u66f8\u306f Knowledge \u3068\u3057\u3001\u4e00\u56de\u9650\u308a\u306e\u78ba\u8a8d\u8cc7\u6599\u3068\u306f\u7ba1\u7406\u5358\u4f4d\u3092\u5206\u3051\u308b\u3002<\/p>\n

    \u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u5f8c\u3001Open WebUI \u306f\u6587\u66f8\u306e\u5185\u5bb9\u3092\u62bd\u51fa\u3057\u3001Markdown \u306e\u898b\u51fa\u3057\u69cb\u9020\u3092\u524d\u51e6\u7406\u3057\u3001\u5404\u90e8\u5206\u3092\u8a2d\u5b9a\u3057\u305f\u5927\u304d\u3055\u3078\u5206\u5272\u3059\u308b\u3002\u7d9a\u3044\u3066\u5404\u30c1\u30e3\u30f3\u30af\u3092 embeddinggemma \u3067\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001\u539f\u6587\u65ad\u7247\u3084\u51fa\u5178\u60c5\u5831\u3068\u3068\u3082\u306b Qdrant \u3078\u4fdd\u5b58\u3059\u308b\u3002\u753b\u9762\u4e0a\u3067\u30d5\u30a1\u30a4\u30eb\u540d\u304c\u8868\u793a\u3055\u308c\u305f\u6bb5\u968e\u3068\u3001\u691c\u7d22\u7528\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u304c\u5b8c\u4e86\u3057\u305f\u6bb5\u968e\u306f\u540c\u3058\u3068\u306f\u9650\u3089\u306a\u3044\u3002<\/p>\n

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    <\/div><\/td>
    documents\/argolet.md
    \n  \u2193
    \nOpen WebUI \u3078\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9
    \n  \u2193
    \nMarkdown \u304b\u3089\u6587\u5b57\u3092\u62bd\u51fa
    \n  \u2193
    \n\u898b\u51fa\u3057\u5358\u4f4d\u3067\u524d\u51e6\u7406
    \n  \u2193
    \n\u6587\u5b57\u6570\u306b\u57fa\u3065\u3044\u3066\u30c1\u30e3\u30f3\u30af\u5206\u5272
    \n  \u2193
    \n\u5404\u30c1\u30e3\u30f3\u30af\u3092 embeddinggemma \u3078\u9001\u4fe1
    \n  \u2193
    \n\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210
    \n  \u2193
    \n\u30d9\u30af\u30c8\u30eb\u3001\u539f\u6587\u65ad\u7247\u3001\u4ed8\u968f\u60c5\u5831\u3092 Qdrant \u3078\u4fdd\u5b58
    \n  \u2193
    \nArgolet Operations \u304b\u3089\u691c\u7d22\u53ef\u80fd\u306b\u306a\u308b<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u51e6\u7406\u4e2d\u306b\u5931\u6557\u3057\u305f\u5834\u5408\u306f\u3001\u540c\u3058\u30d5\u30a1\u30a4\u30eb\u3092\u7e70\u308a\u8fd4\u3057\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u524d\u306b\u30ed\u30b0\u3092\u78ba\u8a8d\u3059\u308b\u3002\u518d\u8a66\u884c\u306e\u305f\u3073\u306b\u4e2d\u9014\u534a\u7aef\u306a\u767b\u9332\u60c5\u5831\u3084\u5225\u306e\u70b9\u304c\u4f5c\u6210\u3055\u308c\u308b\u3068\u3001\u5f8c\u304b\u3089\u70b9\u6570\u3068\u30c1\u30e3\u30f3\u30af\u6570\u306e\u95a2\u4fc2\u3092\u8ffd\u8de1\u3057\u306b\u304f\u304f\u306a\u308b\u3002<\/p>\n

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    <\/div><\/td>
    docker compose logs --since=10m open-webui |
    \n  grep -i -E 'document|chunk|embed|qdrant|error|exception'
    \n
    \nollama ps<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u767b\u9332\u51e6\u7406\u4e2d\u307e\u305f\u306f\u767b\u9332\u76f4\u5f8c\u306b ollama ps \u3078 embeddinggemma \u304c\u8868\u793a\u3055\u308c\u308c\u3070\u3001Open WebUI \u304b\u3089\u57cb\u3081\u8fbc\u307f\u8981\u6c42\u304c\u9001\u3089\u308c\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002\u305f\u3060\u3057\u3001\u30e2\u30c7\u30eb\u304c\u8aad\u307f\u8fbc\u307e\u308c\u305f\u3053\u3068\u3060\u3051\u3067\u306f\u3001\u3059\u3079\u3066\u306e\u30c1\u30e3\u30f3\u30af\u304c Qdrant \u3078\u4fdd\u5b58\u3055\u308c\u305f\u3068\u306f\u5224\u65ad\u3067\u304d\u306a\u3044\u3002\u6b21\u7ae0\u3067\u306f\u767b\u9332\u524d\u5f8c\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u70b9\u6570\u3092\u6bd4\u8f03\u3057\u3001\u4fdd\u5b58\u6bb5\u968e\u307e\u3067\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
    \u89b3\u5bdf\u3057\u305f\u4e8b\u5b9f<\/th>\n\u6210\u7acb\u3057\u305f\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u6bb5\u968e<\/th>\n\u307e\u3060\u78ba\u8a8d\u3067\u304d\u306a\u3044\u6bb5\u968e<\/th>\n<\/tr>\n<\/thead>\n
    \u30d5\u30a1\u30a4\u30eb\u540d\u304c Knowledge \u306b\u8868\u793a\u3055\u308c\u308b<\/td>\n\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u8981\u6c42\u3068\u7ba1\u7406\u60c5\u5831\u306e\u4f5c\u6210<\/td>\n\u6587\u5b57\u62bd\u51fa\u3001\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u3001Qdrant \u3078\u306e\u4fdd\u5b58<\/td>\n<\/tr>\n
    \u51e6\u7406\u4e2d\u306e\u8868\u793a\u304c\u7d42\u4e86\u3059\u308b<\/td>\nOpen WebUI \u304c\u767b\u9332\u51e6\u7406\u3092\u5b8c\u4e86\u6271\u3044\u306b\u3057\u305f\u72b6\u614b<\/td>\n\u62bd\u51fa\u3055\u308c\u305f\u672c\u6587\u3068\u5404\u30c1\u30e3\u30f3\u30af\u306e\u59a5\u5f53\u6027<\/td>\n<\/tr>\n
    embeddinggemma \u304c\u8aad\u307f\u8fbc\u307e\u308c\u308b<\/td>\n\u57cb\u3081\u8fbc\u307f API \u306e\u547c\u3073\u51fa\u3057<\/td>\n\u5168\u30c1\u30e3\u30f3\u30af\u306e\u5909\u63db\u3068\u4fdd\u5b58<\/td>\n<\/tr>\n
    Qdrant \u306e\u70b9\u6570\u304c\u5897\u3048\u308b<\/td>\n\u4e00\u3064\u4ee5\u4e0a\u306e\u30d9\u30af\u30c8\u30eb\u4fdd\u5b58<\/td>\n\u5fc5\u8981\u306a\u6587\u66f8\u65ad\u7247\u304c\u691c\u7d22\u4e0a\u4f4d\u3078\u5165\u308b\u3053\u3068<\/td>\n<\/tr>\n
    \u8cea\u554f\u306b\u6b63\u7b54\u3059\u308b<\/td>\n\u691c\u7d22\u7d50\u679c\u304c\u751f\u6210\u3078\u53cd\u6620\u3055\u308c\u305f\u53ef\u80fd\u6027<\/td>\n\u5076\u7136\u3084\u4f1a\u8a71\u5c65\u6b74\u306b\u3088\u308b\u6b63\u7b54\u3067\u306f\u306a\u3044\u3053\u3068<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    6.4 \u30c1\u30e3\u30f3\u30af\u5206\u5272\u306e\u610f\u5473<\/h3>\n

    Open WebUI \u306f\u6587\u66f8\u3092\u30c1\u30e3\u30f3\u30af\u3078\u5206\u5272\u3057\u3001\u5404\u30c1\u30e3\u30f3\u30af\u3092\u691c\u7d22\u3068\u57cb\u3081\u8fbc\u307f\u306e\u5358\u4f4d\u306b\u3059\u308b\u3002\u73fe\u5728\u306e\u69cb\u6210\u3067\u306f\u3001ENABLE_MARKDOWN_HEADER_TEXT_SPLITTER=True \u306b\u3088\u308a\u3001Markdown \u306e\u898b\u51fa\u3057\u304c\u6700\u521d\u306e\u5206\u5272\u5883\u754c\u3068\u3057\u3066\u4f7f\u308f\u308c\u308b\u3002\u305d\u306e\u5f8c\u3001\u5404\u898b\u51fa\u3057\u5185\u306e\u6587\u7ae0\u304c RAG_TEXT_SPLITTER=character\u3001CHUNK_SIZE=1000\u3001CHUNK_OVERLAP=100 \u306e\u6761\u4ef6\u3067\u8ffd\u52a0\u5206\u5272\u3055\u308c\u308b[26]<\/a>\u3002<\/p>\n

    \u898b\u51fa\u3057\u524d\u51e6\u7406\u3068\u6587\u5b57\u6570\u5206\u5272\u306f\u3001\u3069\u3061\u3089\u304b\u4e00\u65b9\u3060\u3051\u304c\u4f7f\u308f\u308c\u308b\u306e\u3067\u306f\u306a\u3044\u3002\u6700\u521d\u306b\u300c\u672c\u756a\u63a5\u7d9a\u300d\u300c\u7dca\u6025\u505c\u6b62\u300d\u300c\u5fa9\u65e7\u6761\u4ef6\u300d\u3068\u3044\u3046\u6587\u66f8\u69cb\u9020\u3092\u5206\u96e2\u3057\u3001\u5404\u90e8\u5206\u304c 1000 \u6587\u5b57\u3092\u8d85\u3048\u308b\u5834\u5408\u306b\u6587\u5b57\u5206\u5272\u3092\u9069\u7528\u3059\u308b\u3002\u3053\u306e\u9806\u5e8f\u306b\u3088\u308a\u3001\u7570\u306a\u308b\u898b\u51fa\u3057\u306e\u8a71\u984c\u3092\u4e00\u3064\u306e\u5927\u304d\u306a\u30c1\u30e3\u30f3\u30af\u3078\u307e\u3068\u3081\u306b\u304f\u304f\u3057\u306a\u304c\u3089\u3001\u9577\u3044\u7bc0\u3082\u691c\u7d22\u53ef\u80fd\u306a\u5927\u304d\u3055\u3078\u5236\u9650\u3067\u304d\u308b\u3002<\/p>\n

    \u4eca\u56de\u306e argolet.md \u306f\u77ed\u3044\u305f\u3081\u3001\u5404\u898b\u51fa\u3057\u306e\u672c\u6587\u304c 1000 \u6587\u5b57\u672a\u6e80\u306b\u53ce\u307e\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3002\u305d\u306e\u5834\u5408\u3001\u30c1\u30e3\u30f3\u30af\u6570\u306f\u5358\u7d14\u306b\u6587\u66f8\u5168\u4f53\u306e\u6587\u5b57\u6570\u3092 1000 \u3067\u5272\u3063\u305f\u5024\u306b\u306f\u306a\u3089\u306a\u3044\u3002\u898b\u51fa\u3057\u524d\u51e6\u7406\u3001\u4ed8\u968f\u60c5\u5831\u3001\u5206\u5272\u5668\u306e\u5883\u754c\u5224\u65ad\u306b\u3088\u3063\u3066\u3001\u898b\u51fa\u3057\u3054\u3068\u306b\u8907\u6570\u306e\u30c1\u30e3\u30f3\u30af\u304c\u751f\u6210\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
    \u8a2d\u5b9a<\/th>\n\u5c0f\u3055\u304f\u3057\u305f\u5834\u5408<\/th>\n\u5927\u304d\u304f\u3057\u305f\u5834\u5408<\/th>\n\u4eca\u56de\u306e\u5224\u5b9a\u5bfe\u8c61<\/th>\n<\/tr>\n<\/thead>\n
    \u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba<\/td>\n\u8cea\u554f\u5bfe\u8c61\u3092\u7d30\u304b\u304f\u7d5e\u308a\u3084\u3059\u3044\u304c\u3001\u540d\u79f0\u3001\u5024\u3001\u6761\u4ef6\u3001\u4f8b\u5916\u304c\u5225\u306e\u30c1\u30e3\u30f3\u30af\u3078\u5206\u304b\u308c\u3084\u3059\u3044\u3002<\/td>\n\u524d\u5f8c\u95a2\u4fc2\u3092\u6b8b\u3057\u3084\u3059\u3044\u304c\u3001\u7121\u95a2\u4fc2\u306a\u898f\u5247\u304c\u6df7\u5165\u3057\u3001\u691c\u7d22\u30d9\u30af\u30c8\u30eb\u306e\u7126\u70b9\u304c\u307c\u3084\u3051\u308b\u3002<\/td>\n\u5fa9\u65e7\u6761\u4ef6\u306e\u6307\u6a19\u3001\u95be\u5024\u300115 \u5206\u9593\u3068\u3044\u3046\u6761\u4ef6\u304c\u540c\u3058\u30c1\u30e3\u30f3\u30af\u306b\u6b8b\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u91cd\u8907\u91cf<\/td>\n\u4fdd\u5b58\u91cf\u3068\u91cd\u8907\u691c\u7d22\u306f\u6e1b\u308b\u304c\u3001\u5883\u754c\u4ed8\u8fd1\u306e\u4e3b\u8a9e\u3084\u6761\u4ef6\u304c\u5931\u308f\u308c\u3084\u3059\u3044\u3002<\/td>\n\u5883\u754c\u3092\u307e\u305f\u3050\u6587\u8108\u306f\u6b8b\u308b\u304c\u3001\u307b\u307c\u540c\u3058\u30c1\u30e3\u30f3\u30af\u304c\u691c\u7d22\u4e0a\u4f4d\u3092\u5360\u3081\u3084\u3059\u3044\u3002<\/td>\n\u9577\u3044\u7bc0\u3078\u62e1\u5f35\u3057\u305f\u5834\u5408\u306b\u3001\u624b\u9806\u306e\u524d\u5f8c\u95a2\u4fc2\u304c\u5883\u754c\u3067\u5207\u308c\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u53d6\u5f97\u4ef6\u6570<\/td>\n\u751f\u6210\u7528 LLM \u3078\u6e21\u3059\u6839\u62e0\u3092\u9650\u5b9a\u3067\u304d\u308b\u304c\u3001\u8907\u6570\u7b87\u6240\u3092\u7d71\u5408\u3059\u308b\u8cea\u554f\u3067\u4e0d\u8db3\u3057\u3084\u3059\u3044\u3002<\/td>\n\u6839\u62e0\u5019\u88dc\u306f\u5897\u3048\u308b\u304c\u3001\u5225\u74b0\u5883\u306e\u5024\u3084\u7121\u95a2\u4fc2\u306a\u6761\u4ef6\u3092\u6df7\u5165\u3055\u305b\u3084\u3059\u3044\u3002<\/td>\n\u672c\u756a\u30dd\u30fc\u30c8\u306e\u8cea\u554f\u3067\u3001\u958b\u767a\u30dd\u30fc\u30c8\u3092\u542b\u3080\u30c1\u30e3\u30f3\u30af\u304c\u56de\u7b54\u3092\u8aa4\u3089\u305b\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u898b\u51fa\u3057\u5206\u5272<\/td>\n\u7121\u52b9\u306b\u3059\u308b\u3068\u3001\u96a3\u63a5\u3059\u308b\u7570\u306a\u308b\u7bc0\u304c\u6587\u5b57\u6570\u3060\u3051\u3067\u540c\u3058\u30c1\u30e3\u30f3\u30af\u3078\u5165\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/td>\n\u6709\u52b9\u306b\u3059\u308b\u3068\u3001\u6587\u66f8\u69cb\u9020\u3092\u691c\u7d22\u5358\u4f4d\u3078\u53cd\u6620\u3057\u3084\u3059\u3044\u3002<\/td>\n\u672c\u756a\u63a5\u7d9a\u3001\u7dca\u6025\u505c\u6b62\u3001\u5fa9\u65e7\u6761\u4ef6\u304c\u5225\u306e\u610f\u5473\u5358\u4f4d\u3068\u3057\u3066\u6271\u308f\u308c\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3092\u5c0f\u3055\u304f\u3059\u308c\u3070\u691c\u7d22\u7cbe\u5ea6\u304c\u81ea\u52d5\u7684\u306b\u4e0a\u304c\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3002\u305f\u3068\u3048\u3070\u300c\u5fa9\u65e7\u3092\u958b\u59cb\u3067\u304d\u308b\u306e\u306f\u300d\u3068\u3044\u3046\u6587\u3068\u3001\u300c15 \u5206\u9593\u9023\u7d9a\u3057\u3066 0.20 \u672a\u6e80\u300d\u3068\u3044\u3046\u6761\u4ef6\u304c\u5225\u3005\u306e\u30c1\u30e3\u30f3\u30af\u3078\u5206\u304b\u308c\u308b\u3068\u3001\u691c\u7d22\u7d50\u679c\u306b\u306f\u95be\u5024\u3060\u3051\u304c\u6b8b\u308a\u3001\u7d99\u7d9a\u6642\u9593\u3092\u6b20\u3044\u305f\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u308b\u3002\u691c\u7d22\u5bfe\u8c61\u3092\u7d30\u304b\u304f\u3059\u308b\u307b\u3069\u3001\u5404\u65ad\u7247\u304c\u5358\u72ec\u3067\u5224\u65ad\u6839\u62e0\u3068\u3057\u3066\u6210\u7acb\u3057\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002<\/p>\n

    \u5927\u304d\u3044\u30c1\u30e3\u30f3\u30af\u306b\u3082\u5225\u306e\u5931\u6557\u304c\u3042\u308b\u3002\u672c\u756a\u63a5\u7d9a\u3001\u958b\u767a\u63a5\u7d9a\u3001\u7dca\u6025\u505c\u6b62\u3001\u5fa9\u65e7\u6761\u4ef6\u3092\u4e00\u3064\u306e\u30c1\u30e3\u30f3\u30af\u3078\u307e\u3068\u3081\u308b\u3068\u3001\u300c\u672c\u756a\u30dd\u30fc\u30c8\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u5bfe\u3057\u3066 47821 \u3068 47822 \u306e\u4e21\u65b9\u304c\u751f\u6210\u5165\u529b\u3078\u5165\u308b\u3002\u57cb\u3081\u8fbc\u307f\u691c\u7d22\u306b\u306f\u6210\u529f\u3057\u3066\u3044\u3066\u3082\u3001\u751f\u6210\u7528 LLM \u304c\u4e8c\u3064\u306e\u5024\u3092\u53d6\u308a\u9055\u3048\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u306a\u308b\u3002<\/p>\n

    \u91cd\u8907\u91cf\u306f\u3001\u5883\u754c\u3067\u5931\u308f\u308c\u308b\u6587\u8108\u3092\u88dc\u3046\u305f\u3081\u306b\u4f7f\u3046\u3002\u91cd\u8907\u3057\u305f 100 \u6587\u5b57\u304c\u3001\u524d\u30c1\u30e3\u30f3\u30af\u306e\u6761\u4ef6\u3068\u6b21\u30c1\u30e3\u30f3\u30af\u306e\u64cd\u4f5c\u3092\u63a5\u7d9a\u3059\u308b\u5834\u5408\u306b\u306f\u6709\u52b9\u3067\u3042\u308b\u3002\u4e00\u65b9\u3001\u77ed\u3044\u6587\u66f8\u3067\u91cd\u8907\u91cf\u3092\u5897\u3084\u3059\u3068\u3001\u307b\u307c\u540c\u3058\u5185\u5bb9\u306e\u30c1\u30e3\u30f3\u30af\u304c\u8907\u6570\u4f5c\u3089\u308c\u3001\u53d6\u5f97\u4ef6\u6570 3 \u4ef6\u306e\u3059\u3079\u3066\u3092\u985e\u4f3c\u65ad\u7247\u304c\u5360\u3081\u308b\u5834\u5408\u304c\u3042\u308b\u3002\u91cd\u8907\u91cf\u306f\u4fdd\u5b58\u5bb9\u91cf\u3060\u3051\u3067\u306a\u304f\u3001\u691c\u7d22\u7d50\u679c\u306e\u591a\u69d8\u6027\u306b\u3082\u5f71\u97ff\u3059\u308b\u3002<\/p>\n

    \u30c1\u30e3\u30f3\u30af\u6761\u4ef6\u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u3001Qdrant \u306b\u4fdd\u5b58\u6e08\u307f\u306e\u70b9\u3078\u81ea\u52d5\u7684\u306b\u65b0\u3057\u3044\u5883\u754c\u304c\u9069\u7528\u3055\u308c\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u3002\u767b\u9332\u6e08\u307f\u6587\u66f8\u3092\u524a\u9664\u307e\u305f\u306f\u518d\u51e6\u7406\u3057\u3001\u65b0\u3057\u3044\u8a2d\u5b9a\u3067\u6587\u5b57\u62bd\u51fa\u3001\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u3001\u4fdd\u5b58\u3092\u3084\u308a\u76f4\u3059\u5fc5\u8981\u304c\u3042\u308b\u3002\u8a2d\u5b9a\u3060\u3051\u3092\u5909\u66f4\u3057\u3066\u540c\u3058\u7d22\u5f15\u3092\u691c\u7d22\u3059\u308b\u3068\u3001\u753b\u9762\u4e0a\u306e\u8a2d\u5b9a\u5024\u3068\u5b9f\u969b\u306e\u30c1\u30e3\u30f3\u30af\u69cb\u9020\u304c\u4e00\u81f4\u3057\u306a\u3044\u3002<\/p>\n

    6.5 \u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3068\u691c\u7d22\u7cbe\u5ea6\u3092\u533a\u5225\u3059\u308b<\/h3>\n

    \u751f\u6210\u7528 LLM \u304c\u9577\u3044\u5165\u529b\u3092\u53d7\u3051\u4ed8\u3051\u3089\u308c\u308b\u3053\u3068\u3068\u3001\u305d\u306e\u5165\u529b\u5185\u306e\u5fc5\u8981\u60c5\u5831\u3092\u5b89\u5b9a\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u3053\u3068\u306f\u540c\u7fa9\u3067\u306f\u306a\u3044\u3002\u8907\u6570\u6587\u66f8\u3092\u542b\u3080\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3067\u306f\u3001\u95a2\u9023\u60c5\u5831\u304c\u5165\u529b\u306e\u4e2d\u592e\u4ed8\u8fd1\u306b\u914d\u7f6e\u3055\u308c\u305f\u5834\u5408\u3001\u5148\u982d\u307e\u305f\u306f\u672b\u5c3e\u306b\u3042\u308b\u5834\u5408\u3088\u308a\u6027\u80fd\u304c\u4f4e\u4e0b\u3059\u308b\u50be\u5411\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u308b[27]<\/a>\u3002<\/p>\n

    \u3053\u306e\u6027\u8cea\u304c\u3042\u308b\u305f\u3081\u3001\u30e2\u30c7\u30eb\u306e\u6700\u5927\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3092\u5e83\u3052\u3001\u767b\u9332\u6587\u66f8\u3092\u3059\u3079\u3066\u5165\u529b\u3059\u308c\u3070 RAG \u304c\u4e0d\u8981\u306b\u306a\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u3002\u5168\u6587\u6295\u5165\u3067\u306f\u3001\u8cea\u554f\u3068\u7121\u95a2\u4fc2\u306a\u8a18\u8ff0\u3082\u5165\u529b\u51e6\u7406\u306e\u5bfe\u8c61\u306b\u306a\u308a\u3001\u8907\u6570\u306e\u985e\u4f3c\u5024\u3084\u4f8b\u5916\u898f\u5247\u304c\u751f\u6210\u7528 LLM \u306e\u5224\u65ad\u3092\u7af6\u5408\u3055\u305b\u308b\u3002\u5165\u529b\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u306f\u3001\u5fc5\u8981\u306a\u6839\u62e0\u3092\u9078\u629e\u3067\u304d\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u306a\u3044\u3002<\/p>\n

    RAG \u306f\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u306e\u4e0a\u9650\u3092\u56de\u907f\u3059\u308b\u3060\u3051\u306e\u4ed5\u7d44\u307f\u3067\u306f\u306a\u3044\u3002\u8cea\u554f\u3054\u3068\u306b\u5019\u88dc\u6587\u66f8\u3092\u7d5e\u308a\u3001\u56de\u7b54\u3078\u4f7f\u7528\u3059\u308b\u6839\u62e0\u3092\u89b3\u5bdf\u53ef\u80fd\u306a\u5358\u4f4d\u306b\u9650\u5b9a\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3082\u3042\u308b\u3002Argolet \u306e\u672c\u756a\u30dd\u30fc\u30c8\u3092\u5c0b\u306d\u305f\u5834\u5408\u306f\u672c\u756a\u63a5\u7d9a\u306e\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u3001\u5fa9\u65e7\u6761\u4ef6\u3092\u5c0b\u306d\u305f\u5834\u5408\u306f Rho-Blue \u306e\u6761\u4ef6\u3092\u542b\u3080\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b\u3002\u691c\u7d22\u7d50\u679c\u3092\u9650\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u751f\u6210\u7528 LLM \u304c\u5224\u65ad\u3059\u3079\u304d\u7bc4\u56f2\u3092\u72ed\u3081\u3089\u308c\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
    \u65b9\u5f0f<\/th>\n\u751f\u6210\u7528 LLM \u3078\u6e21\u3059\u60c5\u5831<\/th>\n\u5229\u70b9<\/th>\n\u5931\u6557\u6761\u4ef6<\/th>\n<\/tr>\n<\/thead>\n
    \u5168\u6587\u6295\u5165<\/td>\n\u767b\u9332\u6587\u66f8\u306e\u5168\u6587<\/td>\n\u691c\u7d22\u306b\u3088\u308b\u53d6\u308a\u3053\u307c\u3057\u304c\u306a\u304f\u3001\u77ed\u3044\u6587\u66f8\u3067\u306f\u69cb\u9020\u3092\u305d\u306e\u307e\u307e\u53c2\u7167\u3067\u304d\u308b\u3002<\/td>\n\u6587\u66f8\u304c\u9577\u304f\u306a\u308b\u3068\u7121\u95a2\u4fc2\u306a\u60c5\u5831\u304c\u5897\u3048\u3001\u5165\u529b\u51e6\u7406\u6642\u9593\u3068\u8a18\u61b6\u4f7f\u7528\u91cf\u3082\u5897\u3048\u308b\u3002<\/td>\n<\/tr>\n
    \u30c1\u30e3\u30f3\u30af\u691c\u7d22<\/td>\n\u8cea\u554f\u306b\u8fd1\u3044\u4e0a\u4f4d\u30c1\u30e3\u30f3\u30af<\/td>\n\u6839\u62e0\u3092\u9650\u5b9a\u3057\u3001\u9577\u3044\u6587\u66f8\u96c6\u5408\u304b\u3089\u5fc5\u8981\u90e8\u5206\u3060\u3051\u3092\u5165\u529b\u3067\u304d\u308b\u3002<\/td>\n\u5206\u5272\u5883\u754c\u3001\u57cb\u3081\u8fbc\u307f\u3001\u53d6\u5f97\u4ef6\u6570\u304c\u4e0d\u9069\u5207\u3060\u3068\u5fc5\u8981\u306a\u6761\u4ef6\u3092\u53d6\u308a\u3053\u307c\u3059\u3002<\/td>\n<\/tr>\n
    \u5927\u304d\u3044\u30c1\u30e3\u30f3\u30af<\/td>\n\u5e83\u3044\u524d\u5f8c\u95a2\u4fc2\u3092\u542b\u3080\u65ad\u7247<\/td>\n\u6761\u4ef6\u3084\u4f8b\u5916\u3092\u540c\u3058\u65ad\u7247\u3078\u6b8b\u3057\u3084\u3059\u3044\u3002<\/td>\n\u7570\u306a\u308b\u5bfe\u8c61\u3084\u8907\u6570\u306e\u5024\u304c\u6df7\u5728\u3057\u3001\u56de\u7b54\u5bfe\u8c61\u3092\u7279\u5b9a\u3057\u306b\u304f\u304f\u306a\u308b\u3002<\/td>\n<\/tr>\n
    \u5c0f\u3055\u3044\u30c1\u30e3\u30f3\u30af<\/td>\n\u72ed\u3044\u8a71\u984c\u306b\u9650\u5b9a\u3057\u305f\u65ad\u7247<\/td>\n\u8cea\u554f\u3068\u306e\u985e\u4f3c\u6027\u3092\u660e\u78ba\u306b\u3057\u3084\u3059\u3044\u3002<\/td>\n\u4e3b\u8a9e\u3001\u5024\u3001\u9069\u7528\u6761\u4ef6\u3001\u4f8b\u5916\u304c\u5206\u96e2\u3059\u308b\u3068\u3001\u5358\u72ec\u3067\u306f\u6839\u62e0\u306b\u306a\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u521d\u671f\u5024\u306e 1000 \u6587\u5b57\u3001\u91cd\u8907 100 \u6587\u5b57\u3001\u53d6\u5f97\u4ef6\u6570 3 \u4ef6\u306f\u3001\u6700\u9069\u5024\u3067\u306f\u306a\u304f\u6bd4\u8f03\u306e\u51fa\u767a\u70b9\u3067\u3042\u308b\u3002\u8cea\u554f\u3054\u3068\u306b\u3001\u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u305f\u304b\u3001\u5fc5\u8981\u6761\u4ef6\u304c\u4e00\u3064\u306e\u30c1\u30e3\u30f3\u30af\u306b\u6b8b\u3063\u3066\u3044\u308b\u304b\u3001\u7121\u95a2\u4fc2\u306a\u30c1\u30e3\u30f3\u30af\u304c\u751f\u6210\u3078\u6df7\u5165\u3057\u305f\u304b\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u4e00\u9805\u76ee\u305a\u3064\u5909\u66f4\u3059\u308b\u3002<\/p>\n

    6.6 \u6587\u5b57\u62bd\u51fa\u306e\u5931\u6557\u3092\u5148\u306b\u7591\u3046<\/h3>\n

    \u6587\u66f8\u691c\u7d22\u3067\u671f\u5f85\u3059\u308b\u56de\u7b54\u304c\u5f97\u3089\u308c\u306a\u3044\u5834\u5408\u3001\u751f\u6210\u7528 LLM \u3084\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u6027\u80fd\u3092\u8abf\u6574\u3059\u308b\u524d\u306b\u3001\u539f\u6587\u304b\u3089\u5fc5\u8981\u306a\u6587\u5b57\u304c\u62bd\u51fa\u3055\u308c\u305f\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\u62bd\u51fa\u3055\u308c\u306a\u304b\u3063\u305f\u6587\u5b57\u5217\u306f\u30c1\u30e3\u30f3\u30af\u306b\u542b\u307e\u308c\u305a\u3001\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306b\u3082\u53cd\u6620\u3055\u308c\u306a\u3044\u3002\u691c\u7d22\u8a2d\u5b9a\u3092\u5909\u66f4\u3057\u3066\u3082\u3001\u5b58\u5728\u3057\u306a\u3044\u6587\u5b57\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u3002<\/p>\n

    Markdown \u306e\u3088\u3046\u306a\u30d7\u30ec\u30fc\u30f3\u30c6\u30ad\u30b9\u30c8\u3067\u306f\u3001\u539f\u6587\u3068\u62bd\u51fa\u7d50\u679c\u306e\u5dee\u304c\u5c0f\u3055\u3044\u305f\u3081\u3001RAG \u306e\u6700\u5c0f\u7d4c\u8def\u3092\u78ba\u8a8d\u3057\u3084\u3059\u3044\u3002PDF \u3067\u306f\u3001\u753b\u9762\u4e0a\u306b\u6587\u5b57\u304c\u898b\u3048\u3066\u3044\u3066\u3082\u3001\u5185\u90e8\u306b\u6587\u5b57\u5c64\u304c\u306a\u304f\u3001\u5404\u30da\u30fc\u30b8\u304c\u753b\u50cf\u3068\u3057\u3066\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308b\u3002\u8907\u96d1\u306a\u6bb5\u7d44\u307f\u3001\u811a\u6ce8\u3001\u8868\u3001\u7e26\u66f8\u304d\u3001\u56f3\u4e2d\u306e\u6587\u5b57\u3082\u3001\u8aad\u307f\u9806\u306e\u5d29\u308c\u3084\u6b20\u843d\u3092\u8d77\u3053\u3057\u3084\u3059\u3044\u3002<\/p>\n

    Open WebUI \u306e RAG \u969c\u5bb3\u78ba\u8a8d\u3067\u3082\u3001\u6587\u66f8\u53d6\u308a\u8fbc\u307f\u3001Knowledge \u306e\u63a5\u7d9a\u3001\u57cb\u3081\u8fbc\u307f\u3001\u691c\u7d22\u6761\u4ef6\u3001\u30e2\u30c7\u30eb\u3078\u6e21\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u5206\u3051\u3066\u8abf\u3079\u308b\u5fc5\u8981\u304c\u3042\u308b[28]<\/a>\u3002\u56de\u7b54\u304c\u8aa4\u3063\u3066\u3044\u308b\u3068\u3044\u3046\u6700\u7d42\u7d50\u679c\u3060\u3051\u3067\u306f\u3001\u62bd\u51fa\u3001\u5206\u5272\u3001\u691c\u7d22\u3001\u751f\u6210\u306e\u3069\u3053\u3067\u60c5\u5831\u304c\u5931\u308f\u308c\u305f\u304b\u3092\u5224\u5b9a\u3067\u304d\u306a\u3044\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
    \u6587\u66f8\u5f62\u5f0f<\/th>\n\u4e3b\u306a\u5931\u6557<\/th>\n\u6700\u521d\u306e\u78ba\u8a8d\u65b9\u6cd5<\/th>\n<\/tr>\n<\/thead>\n
    Markdown<\/td>\n\u6587\u5b57\u30b3\u30fc\u30c9\u3001\u898b\u51fa\u3057\u69cb\u9020\u3001\u6975\u7aef\u306b\u9577\u3044\u6bb5\u843d\u306b\u3088\u308b\u5206\u5272\u306e\u504f\u308a<\/td>\n\u539f\u6587\u3092 cat \u3068 grep \u3067\u78ba\u8a8d\u3057\u3001\u56fa\u6709\u6587\u5b57\u5217\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3092\u78ba\u5b9a\u3059\u308b\u3002<\/td>\n<\/tr>\n
    HTML<\/td>\n\u672c\u6587\u4ee5\u5916\u306e\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u6df7\u5165\u3001\u52d5\u7684\u751f\u6210\u90e8\u5206\u306e\u6b20\u843d\u3001\u8868\u69cb\u9020\u306e\u5e73\u6587\u5316<\/td>\n\u62bd\u51fa\u5bfe\u8c61\u3068\u306a\u308b\u9759\u7684 HTML \u5185\u306b\u672c\u6587\u304c\u5b58\u5728\u3059\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6587\u5b57\u5c64\u306e\u3042\u308b PDF<\/td>\n\u6bb5\u7d44\u307f\u306e\u8aad\u307f\u9806\u3001\u6539\u884c\u3001\u30d8\u30c3\u30c0\u30fc\u3001\u30d5\u30c3\u30bf\u30fc\u3001\u8868\u306e\u5217\u95a2\u4fc2\u306e\u5d29\u308c<\/td>\nPDF \u304b\u3089\u6587\u5b57\u3092\u9078\u629e\u3067\u304d\u308b\u304b\u3001\u62bd\u51fa\u5f8c\u306e\u9806\u5e8f\u304c\u539f\u6587\u3068\u4e00\u81f4\u3059\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u753b\u50cf\u3060\u3051\u306e PDF<\/td>\n\u6587\u5b57\u60c5\u5831\u304c\u62bd\u51fa\u3055\u308c\u305a\u3001\u7a7a\u307e\u305f\u306f\u4e0d\u5b8c\u5168\u306a\u6587\u66f8\u306b\u306a\u308b\u3002<\/td>\nOCR \u3092\u4f7f\u7528\u3057\u306a\u3044\u69cb\u6210\u3067\u306f\u691c\u7d22\u5bfe\u8c61\u5916\u3068\u3057\u3066\u6271\u3046\u3002<\/td>\n<\/tr>\n
    \u56f3\u8868\u4e2d\u5fc3\u306e\u6587\u66f8<\/td>\n\u4f4d\u7f6e\u95a2\u4fc2\u3001\u77e2\u5370\u3001\u51e1\u4f8b\u3001\u884c\u5217\u69cb\u9020\u304c\u6587\u7ae0\u3078\u5909\u63db\u3055\u308c\u306a\u3044\u3002<\/td>\n\u91cd\u8981\u306a\u95a2\u4fc2\u3092\u5225\u9014\u6587\u7ae0\u5316\u3057\u3001\u691c\u7d22\u53ef\u80fd\u306a\u8aac\u660e\u3068\u3057\u3066\u767b\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u672c\u69cb\u6210\u3067\u306f PDF_EXTRACT_IMAGES=False \u3068\u3057\u3001\u753b\u50cf OCR \u3092\u51e6\u7406\u7d4c\u8def\u3078\u542b\u3081\u306a\u3044\u3002OCR \u3092\u6709\u52b9\u306b\u3059\u308b\u3068\u3001\u753b\u50cf\u89e3\u6790\u3001\u8a00\u8a9e\u5224\u5b9a\u3001\u6587\u5b57\u8a8d\u8b58\u3001\u8aad\u307f\u9806\u5fa9\u5143\u3068\u3044\u3046\u5225\u306e\u51e6\u7406\u304c\u52a0\u308f\u308a\u3001\u691c\u7d22\u5931\u6557\u306e\u539f\u56e0\u304c\u5897\u3048\u308b\u3002\u6700\u521d\u306b Markdown \u3067\u6587\u5b57\u62bd\u51fa\u304b\u3089\u56de\u7b54\u751f\u6210\u307e\u3067\u3092\u6210\u7acb\u3055\u305b\u3001\u305d\u306e\u5f8c\u306b\u6587\u5b57\u5c64\u306e\u3042\u308b HTML \u3084 PDF \u3078\u5bfe\u8c61\u3092\u5e83\u3052\u308b\u3002<\/p>\n

    \u753b\u50cf\u3060\u3051\u306e PDF \u3084\u56f3\u8868\u4e2d\u5fc3\u306e\u8cc7\u6599\u3092\u6271\u3046\u5834\u5408\u306f\u3001\u5358\u306b OCR \u3092\u8ffd\u52a0\u3059\u308b\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3042\u308b\u3002\u6570\u5024\u3092\u8a8d\u8b58\u3067\u304d\u3066\u3082\u3001\u8868\u306e\u3069\u306e\u5217\u306b\u5c5e\u3059\u308b\u304b\u3001\u56f3\u4e2d\u306e\u77e2\u5370\u304c\u4f55\u3092\u7d50\u3076\u304b\u3001\u6ce8\u8a18\u304c\u3069\u306e\u5024\u3092\u5236\u7d04\u3059\u308b\u304b\u3092\u4fdd\u6301\u3067\u304d\u306a\u3051\u308c\u3070\u3001\u691c\u7d22\u53ef\u80fd\u306a\u6839\u62e0\u306b\u306f\u306a\u3089\u306a\u3044\u3002\u4f4d\u7f6e\u95a2\u4fc2\u306b\u4f9d\u5b58\u3059\u308b\u5185\u5bb9\u306f\u3001\u5224\u65ad\u306b\u5fc5\u8981\u306a\u95a2\u4fc2\u3092\u6587\u7ae0\u3068\u3057\u3066\u660e\u793a\u3057\u305f\u88dc\u52a9\u6587\u66f8\u3092\u7528\u610f\u3059\u308b\u65b9\u304c\u518d\u73fe\u6027\u3092\u78ba\u4fdd\u3057\u3084\u3059\u3044\u3002<\/p>\n

    6.7 \u6587\u66f8\u767b\u9332\u5de5\u7a0b\u306e\u5b8c\u4e86\u6761\u4ef6\u3092\u56fa\u5b9a\u3059\u308b<\/h3>\n

    \u6587\u66f8\u767b\u9332\u306e\u5b8c\u4e86\u306f\u3001Knowledge \u306b\u30d5\u30a1\u30a4\u30eb\u540d\u304c\u8868\u793a\u3055\u308c\u305f\u3053\u3068\u3067\u306f\u5224\u5b9a\u3057\u306a\u3044\u3002\u539f\u6587\u304c\u518d\u73fe\u53ef\u80fd\u306a\u72b6\u614b\u3067\u4fdd\u5b58\u3055\u308c\u3001\u56fa\u6709\u60c5\u5831\u304c\u6587\u5b57\u3068\u3057\u3066\u5b58\u5728\u3057\u3001Open WebUI \u304c\u51e6\u7406\u3092\u5b8c\u4e86\u3057\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u304c\u547c\u3073\u51fa\u3055\u308c\u3001Qdrant \u306e\u4fdd\u5b58\u5185\u5bb9\u304c\u767b\u9332\u524d\u304b\u3089\u5909\u5316\u3057\u305f\u3068\u3053\u308d\u307e\u3067\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
    \u78ba\u8a8d\u6bb5\u968e<\/th>\n\u78ba\u8a8d\u3059\u308b\u4e8b\u5b9f<\/th>\n\u5931\u6557\u6642\u306b\u623b\u308b\u5de5\u7a0b<\/th>\n<\/tr>\n<\/thead>\n
    \u539f\u6587\u4f5c\u6210<\/td>\n\u691c\u8a3c\u5bfe\u8c61\u306e\u540d\u79f0\u3001\u6570\u5024\u3001\u6761\u4ef6\u3001\u672a\u8a18\u8f09\u4e8b\u9805\u304c Markdown \u306b\u5b58\u5728\u3059\u308b\u3002<\/td>\n\u6587\u66f8\u8a2d\u8a08\u3092\u4fee\u6b63\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u539f\u6587\u56fa\u5b9a<\/td>\n\u30d5\u30a1\u30a4\u30eb\u5bb9\u91cf\u3068\u30cf\u30c3\u30b7\u30e5\u5024\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n\u767b\u9332\u3057\u305f\u7248\u3068\u73fe\u5728\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u7167\u5408\u3059\u308b\u3002<\/td>\n<\/tr>\n
    Knowledge \u767b\u9332<\/td>\n\u5bfe\u8c61\u30d5\u30a1\u30a4\u30eb\u304c\u5229\u7528\u53ef\u80fd\u306a\u72b6\u614b\u306b\u306a\u308b\u3002<\/td>\nOpen WebUI \u306e\u30d5\u30a1\u30a4\u30eb\u51e6\u7406\u30ed\u30b0\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u57cb\u3081\u8fbc\u307f\u751f\u6210<\/td>\n\u767b\u9332\u6642\u306b embeddinggemma \u304c\u4f7f\u7528\u3055\u308c\u308b\u3002<\/td>\nOllama \u63a5\u7d9a\u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u8a2d\u5b9a\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u30d9\u30af\u30c8\u30eb\u4fdd\u5b58<\/td>\nQdrant \u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u307e\u305f\u306f\u70b9\u6570\u304c\u767b\u9332\u524d\u304b\u3089\u5909\u5316\u3059\u308b\u3002<\/td>\nQdrant \u63a5\u7d9a\u3001API \u9375\u3001\u4fdd\u5b58\u51e6\u7406\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u691c\u7d22\u8a66\u9a13<\/td>\n\u8cea\u554f\u306b\u5bfe\u5fdc\u3059\u308b\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u308b\u3002<\/td>\n\u6587\u5b57\u62bd\u51fa\u3001\u30c1\u30e3\u30f3\u30af\u5883\u754c\u3001\u57cb\u3081\u8fbc\u307f\u3001\u53d6\u5f97\u4ef6\u6570\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u3053\u306e\u7ae0\u3067\u78ba\u7acb\u3059\u308b\u306e\u306f\u3001\u6587\u66f8\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u64cd\u4f5c\u3067\u306f\u306a\u3044\u3002\u5229\u7528\u8005\u56fa\u6709\u306e\u898f\u5247\u3092\u691c\u7d22\u53ef\u80fd\u306a\u610f\u5473\u5358\u4f4d\u3068\u3057\u3066\u8a18\u8ff0\u3057\u3001\u898b\u51fa\u3057\u3068\u6587\u5b57\u6570\u306b\u57fa\u3065\u3044\u3066\u5206\u5272\u3057\u3001\u5404\u30c1\u30e3\u30f3\u30af\u3092 embeddinggemma \u306e\u30d9\u30af\u30c8\u30eb\u3078\u5909\u63db\u3067\u304d\u308b\u5165\u529b\u3092\u4f5c\u308b\u3053\u3068\u3067\u3042\u308b\u3002RAG \u306e\u56de\u7b54\u54c1\u8cea\u306f\u751f\u6210\u7528 LLM \u3060\u3051\u3067\u306f\u6c7a\u307e\u3089\u305a\u3001\u8cea\u554f\u306b\u5fc5\u8981\u306a\u6761\u4ef6\u3092\u4e00\u3064\u306e\u6839\u62e0\u3068\u3057\u3066\u53d6\u308a\u51fa\u305b\u308b\u3088\u3046\u3001\u767b\u9332\u524d\u306e\u6587\u66f8\u3092\u8a2d\u8a08\u3057\u305f\u6bb5\u968e\u3067\u5927\u304d\u304f\u5236\u7d04\u3055\u308c\u308b\u3002<\/p>\n

    \n

    7. \u57cb\u3081\u8fbc\u307f\u3068 Qdrant \u306e\u4fdd\u5b58\u72b6\u614b\u3092\u78ba\u8a8d\u3059\u308b<\/h2>\n

    7.1 \u6587\u66f8\u767b\u9332\u524d\u5f8c\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u6bd4\u8f03\u3059\u308b<\/h3>\n

    Qdrant \u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306f\u3001\u691c\u7d22\u5bfe\u8c61\u3068\u306a\u308b\u70b9\u3092\u307e\u3068\u3081\u308b\u540d\u524d\u4ed8\u304d\u306e\u96c6\u5408\u3067\u3042\u308b\u3002\u5404\u70b9\u306f\u30d9\u30af\u30c8\u30eb\u3068\u4ed8\u968f\u60c5\u5831\u304b\u3089\u69cb\u6210\u3055\u308c\u3001\u540c\u3058\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u540c\u3058\u30d9\u30af\u30c8\u30eb\u9805\u76ee\u3067\u306f\u3001\u6b21\u5143\u6570\u3068\u8ddd\u96e2\u5c3a\u5ea6\u3092\u305d\u308d\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b[29]<\/a>\u3002\u6587\u66f8\u767b\u9332\u5f8c\u306b\u306f\u3001Open WebUI \u304c\u4f5c\u6210\u307e\u305f\u306f\u518d\u5229\u7528\u3057\u305f\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3078\u3001\u6587\u66f8\u30c1\u30e3\u30f3\u30af\u306b\u5bfe\u5fdc\u3059\u308b\u70b9\u304c\u4fdd\u5b58\u3055\u308c\u308b\u3002<\/p>\n

    \u7b2c 5 \u7ae0\u3067\u306f\u3001\u6587\u66f8\u767b\u9332\u524d\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u4e00\u89a7\u3092 \/tmp\/qdrant-collections-before.json \u3078\u4fdd\u5b58\u3057\u305f\u3002Knowledge \u3078\u306e\u767b\u9332\u5f8c\u306b\u540c\u3058 API \u3092\u547c\u3073\u51fa\u3057\u3001\u767b\u9332\u5f8c\u306e\u4e00\u89a7\u3092\u5225\u30d5\u30a1\u30a4\u30eb\u3078\u4fdd\u5b58\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    (
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n
    \n  curl -fsS \\
    \n    -H "api-key: ${QDRANT_API_KEY}" \\
    \n    http:\/\/127.0.0.1:6333\/collections \\
    \n    > \/tmp\/qdrant-collections-after.json
    \n)
    \n
    \npython3 -m json.tool \\
    \n  < \/tmp\/qdrant-collections-after.json<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u767b\u9332\u524d\u5f8c\u306e\u4e00\u89a7\u304b\u3089\u3001\u8ffd\u52a0\u3055\u308c\u305f\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d\u3068\u524a\u9664\u3055\u308c\u305f\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    python3 - <<'PY'
    \nimport json
    \nfrom pathlib import Path
    \n
    \nbefore_path = Path("\/tmp\/qdrant-collections-before.json")
    \nafter_path = Path("\/tmp\/qdrant-collections-after.json")
    \n
    \nif not before_path.exists():
    \n    raise SystemExit(
    \n        "The pre-registration collection snapshot was not found: "
    \n        "\/tmp\/qdrant-collections-before.json"
    \n    )
    \n
    \ndef load_names(path):
    \n    data = json.loads(path.read_text(encoding="utf-8"))
    \n    collections = data.get("result", {}).get("collections", [])
    \n    return {item["name"] for item in collections}
    \n
    \nbefore = load_names(before_path)
    \nafter = load_names(after_path)
    \n
    \nprint("before:")
    \nfor name in sorted(before):
    \n    print(f"  {name}")
    \n
    \nprint("after:")
    \nfor name in sorted(after):
    \n    print(f"  {name}")
    \n
    \nprint("added:")
    \nfor name in sorted(after - before):
    \n    print(f"  {name}")
    \n
    \nprint("removed:")
    \nfor name in sorted(before - after):
    \n    print(f"  {name}")
    \nPY<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u65b0\u3057\u3044\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u8868\u793a\u3055\u308c\u305f\u5834\u5408\u3001\u6587\u66f8\u767b\u9332\u306b\u3088\u3063\u3066 Qdrant \u306e\u69cb\u6210\u304c\u5909\u5316\u3057\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002\u305f\u3060\u3057\u3001\u65b0\u3057\u3044\u540d\u524d\u304c\u5897\u3048\u306a\u304b\u3063\u305f\u3053\u3068\u3060\u3051\u3067\u767b\u9332\u5931\u6557\u3068\u306f\u5224\u65ad\u3057\u306a\u3044\u3002\u672c\u69cb\u6210\u3067\u306f ENABLE_QDRANT_MULTITENANCY_MODE=True \u3092\u6307\u5b9a\u3057\u3066\u304a\u308a\u3001Open WebUI \u306f\u540c\u7a2e\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u3092\u5171\u6709\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3078\u96c6\u7d04\u3067\u304d\u308b[20]<\/a>\u3002\u65e2\u5b58\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3078\u70b9\u304c\u8ffd\u52a0\u3055\u308c\u305f\u5834\u5408\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d\u306e\u4e00\u89a7\u306f\u767b\u9332\u524d\u5f8c\u3067\u5909\u5316\u3057\u306a\u3044\u3002<\/p>\n

    Open WebUI \u304c\u4f7f\u7528\u3059\u308b\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306b\u306f\u65e2\u5b9a\u306e\u63a5\u982d\u8f9e\u304c\u3042\u308b\u304c\u3001\u540d\u79f0\u898f\u5247\u306f Open WebUI \u306e\u7248\u3001\u30c7\u30fc\u30bf\u7a2e\u5225\u3001\u8907\u6570\u5229\u7528\u8005\u30e2\u30fc\u30c9\u3001\u8a2d\u5b9a\u5024\u306b\u3088\u3063\u3066\u5909\u5316\u3057\u5f97\u308b\u3002\u7279\u5b9a\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d\u3092\u8a18\u4e8b\u306e\u5b8c\u6210\u6761\u4ef6\u3068\u3057\u3066\u56fa\u5b9a\u305b\u305a\u3001\u5b9f\u969b\u306e\u4e00\u89a7\u3001\u70b9\u6570\u3001\u4ed8\u968f\u60c5\u5831\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5bfe\u8c61\u3092\u7279\u5b9a\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
    \u767b\u9332\u524d\u5f8c\u306e\u5909\u5316<\/th>\n\u8003\u3048\u3089\u308c\u308b\u72b6\u614b<\/th>\n\u6b21\u306b\u78ba\u8a8d\u3059\u308b\u9805\u76ee<\/th>\n<\/tr>\n<\/thead>\n
    \u65b0\u3057\u3044\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u5897\u3048\u305f<\/td>\n\u6587\u66f8\u767b\u9332\u7528\u306e\u4fdd\u5b58\u5148\u304c\u65b0\u3057\u304f\u4f5c\u6210\u3055\u308c\u305f\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3002<\/td>\n\u65b0\u3057\u3044\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u70b9\u6570\u3001\u30d9\u30af\u30c8\u30eb\u8a2d\u5b9a\u3001\u4ed8\u968f\u60c5\u5831\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d\u306f\u5909\u308f\u3089\u306a\u3044<\/td>\n\u8907\u6570\u5229\u7528\u8005\u30e2\u30fc\u30c9\u306e\u5171\u6709\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u518d\u5229\u7528\u3055\u308c\u305f\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/td>\n\u65e2\u5b58\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u70b9\u6570\u3068\u4ed8\u968f\u60c5\u5831\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u524a\u9664\u3055\u308c\u3001\u5225\u306e\u540d\u524d\u304c\u5897\u3048\u305f<\/td>\n\u518d\u7d22\u5f15\u3001\u8a2d\u5b9a\u5909\u66f4\u3001\u4fdd\u5b58\u65b9\u5f0f\u306e\u79fb\u884c\u304c\u5b9f\u884c\u3055\u308c\u305f\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/td>\nOpen WebUI \u306e\u30ed\u30b0\u3068\u518d\u7d22\u5f15\u64cd\u4f5c\u306e\u6709\u7121\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u4e00\u89a7\u304c\u7a7a\u306e\u307e\u307e\u3067\u3042\u308b<\/td>\n\u57cb\u3081\u8fbc\u307f\u751f\u6210\u307e\u305f\u306f Qdrant \u3078\u306e\u4fdd\u5b58\u306b\u5230\u9054\u3057\u3066\u3044\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/td>\nOpen WebUI \u3068 Qdrant \u306e\u30ed\u30b0\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u8d77\u52d5\u72b6\u614b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u4e00\u89a7\u306f\u3001\u4fdd\u5b58\u51e6\u7406\u304c\u3069\u3053\u304b\u307e\u3067\u9032\u3093\u3060\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u5165\u53e3\u306b\u3059\u304e\u306a\u3044\u3002\u5171\u6709\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3078\u306e\u8ffd\u52a0\u3001\u65e2\u5b58\u70b9\u306e\u66f4\u65b0\u3001\u767b\u9332\u5931\u6557\u3092\u4e00\u89a7\u3060\u3051\u3067\u533a\u5225\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u5404\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u70b9\u6570\u3068\u8a2d\u5b9a\u3092\u7d9a\u3051\u3066\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

    7.2 \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u70b9\u6570\u3068\u30d9\u30af\u30c8\u30eb\u8a2d\u5b9a\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

    Qdrant \u306e\u70b9\u306f\u3001\u8b58\u5225\u5b50\u3001\u30d9\u30af\u30c8\u30eb\u3001\u4efb\u610f\u306e JSON \u5f62\u5f0f\u306e\u4ed8\u968f\u60c5\u5831\u304b\u3089\u69cb\u6210\u3055\u308c\u308b[30]<\/a>\u3002Open WebUI \u306f\u3001\u6587\u66f8\u30c1\u30e3\u30f3\u30af\u304b\u3089\u751f\u6210\u3057\u305f\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306b\u3001\u5143\u6587\u66f8\u3084 Knowledge\u3001\u5229\u7528\u8005\u3001\u30c1\u30e3\u30f3\u30af\u672c\u6587\u3092\u8b58\u5225\u3059\u308b\u60c5\u5831\u3092\u4ed8\u3051\u3066\u4fdd\u5b58\u3059\u308b\u3002<\/p>\n

    \u6b21\u306e\u51e6\u7406\u3067\u306f\u3001\u3059\u3079\u3066\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u3001\u70b9\u6570\u3001\u7d22\u5f15\u6e08\u307f\u30d9\u30af\u30c8\u30eb\u6570\u3001\u533a\u753b\u6570\u3001\u30d9\u30af\u30c8\u30eb\u8a2d\u5b9a\u3092\u4e00\u89a7\u8868\u793a\u3059\u308b\u3002API \u9375\u306f\u51fa\u529b\u305b\u305a\u3001\u5404\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u72b6\u614b\u3060\u3051\u3092\u8868\u793a\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    (
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n
    \n  python3 - <<'PY'
    \nimport json
    \nimport os
    \nimport urllib.parse
    \nimport urllib.request
    \n
    \nbase_url = "http:\/\/127.0.0.1:6333"
    \nheaders = {"api-key": os.environ["QDRANT_API_KEY"]}
    \n
    \ndef get_json(path):
    \n    request = urllib.request.Request(
    \n        base_url + path,
    \n        headers=headers,
    \n    )
    \n    with urllib.request.urlopen(request, timeout=10) as response:
    \n        return json.load(response)
    \n
    \ncollection_list = get_json("\/collections")
    \ncollections = collection_list.get("result", {}).get("collections", [])
    \n
    \nfor item in sorted(collections, key=lambda value: value["name"]):
    \n    name = item["name"]
    \n    encoded_name = urllib.parse.quote(name, safe="")
    \n    result = get_json(f"\/collections\/{encoded_name}").get("result", {})
    \n
    \n    summary = {
    \n        "name": name,
    \n        "status": result.get("status"),
    \n        "optimizer_status": result.get("optimizer_status"),
    \n        "points_count": result.get("points_count"),
    \n        "indexed_vectors_count": result.get("indexed_vectors_count"),
    \n        "segments_count": result.get("segments_count"),
    \n        "vectors": (
    \n            result.get("config", {})
    \n            .get("params", {})
    \n            .get("vectors")
    \n        ),
    \n    }
    \n
    \n    print(json.dumps(summary, ensure_ascii=False, indent=2))
    \nPY
    \n)<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    points_count \u304c 0 \u3088\u308a\u5927\u304d\u3051\u308c\u3070\u3001\u305d\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306b\u4e00\u3064\u4ee5\u4e0a\u306e\u70b9\u304c\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u3002\u77ed\u3044 Markdown \u6587\u66f8\u3067\u3042\u3063\u3066\u3082\u3001\u898b\u51fa\u3057\u5206\u5272\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3001\u4ed8\u968f\u60c5\u5831\u306e\u7ba1\u7406\u65b9\u6cd5\u306b\u3088\u3063\u3066\u8907\u6570\u306e\u70b9\u304c\u4f5c\u6210\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308b\u3002\u539f\u6587\u306e\u6bb5\u843d\u6570\u3068\u70b9\u6570\u304c\u4e00\u81f4\u3059\u308b\u3053\u3068\u3092\u524d\u63d0\u306b\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002<\/p>\n

    indexed_vectors_count \u306f\u3001\u691c\u7d22\u7528\u7d22\u5f15\u3078\u7d44\u307f\u8fbc\u307e\u308c\u305f\u30d9\u30af\u30c8\u30eb\u6570\u3092\u793a\u3059\u3002\u5c0f\u898f\u6a21\u306a\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u70b9\u304c\u5b58\u5728\u3057\u3066\u3044\u3066\u3082\u7d22\u5f15\u5316\u306e\u95be\u5024\u306b\u9054\u305b\u305a\u3001\u5168\u8d70\u67fb\u306b\u3088\u3063\u3066\u691c\u7d22\u3055\u308c\u308b\u5834\u5408\u304c\u3042\u308b[31]<\/a>\u3002\u305d\u306e\u305f\u3081\u3001indexed_vectors_count \u304c points_count \u3088\u308a\u5c11\u306a\u3044\u3053\u3068\u3084\u3001\u691c\u8a3c\u7528\u306e\u5c0f\u3055\u306a\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067 0 \u306b\u306a\u308b\u3053\u3068\u3060\u3051\u3092\u4fdd\u5b58\u5931\u6557\u3068\u306f\u5224\u5b9a\u3057\u306a\u3044\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
    \u9805\u76ee<\/th>\n\u793a\u3059\u72b6\u614b<\/th>\n\u5224\u5b9a\u6642\u306e\u6ce8\u610f<\/th>\n<\/tr>\n<\/thead>\n
    status<\/td>\n\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u5168\u4f53\u306e\u52d5\u4f5c\u72b6\u614b\u3092\u793a\u3059\u3002<\/td>\n\u70b9\u306e\u5185\u5bb9\u3084\u691c\u7d22\u7d50\u679c\u306e\u59a5\u5f53\u6027\u307e\u3067\u306f\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3002<\/td>\n<\/tr>\n
    optimizer_status<\/td>\n\u4fdd\u5b58\u9818\u57df\u3084\u7d22\u5f15\u306e\u6700\u9069\u5316\u51e6\u7406\u306e\u72b6\u614b\u3092\u793a\u3059\u3002<\/td>\n\u51e6\u7406\u4e2d\u3067\u3042\u3063\u3066\u3082\u70b9\u306e\u66f8\u304d\u8fbc\u307f\u81ea\u4f53\u306f\u5b8c\u4e86\u3057\u3066\u3044\u308b\u5834\u5408\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n
    points_count<\/td>\n\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306b\u4fdd\u5b58\u3055\u308c\u305f\u70b9\u6570\u3092\u793a\u3059\u3002<\/td>\n\u4e00\u70b9\u304c\u4e00\u6bb5\u843d\u307e\u305f\u306f\u4e00\u30d5\u30a1\u30a4\u30eb\u306b\u5bfe\u5fdc\u3059\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n
    indexed_vectors_count<\/td>\n\u691c\u7d22\u7528\u7d22\u5f15\u3078\u7d44\u307f\u8fbc\u307e\u308c\u305f\u30d9\u30af\u30c8\u30eb\u6570\u3092\u793a\u3059\u3002<\/td>\n\u5c0f\u898f\u6a21\u306a\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u306f\u70b9\u6570\u3088\u308a\u5c11\u306a\u304f\u3066\u3082\u76f4\u3061\u306b\u7570\u5e38\u3067\u306f\u306a\u3044\u3002<\/td>\n<\/tr>\n
    segments_count<\/td>\n\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u5185\u90e8\u306e\u4fdd\u5b58\u533a\u753b\u6570\u3092\u793a\u3059\u3002<\/td>\n\u6587\u66f8\u6570\u3084\u30c1\u30e3\u30f3\u30af\u6570\u3068\u76f4\u63a5\u5bfe\u5fdc\u3059\u308b\u5024\u3067\u306f\u306a\u3044\u3002<\/td>\n<\/tr>\n
    vectors<\/td>\n\u30d9\u30af\u30c8\u30eb\u306e\u6b21\u5143\u6570\u3068\u8ddd\u96e2\u5c3a\u5ea6\u3092\u793a\u3059\u3002<\/td>\n\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u5b9f\u969b\u306e\u51fa\u529b\u6b21\u5143\u3068\u4e00\u81f4\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u7279\u5b9a\u3057\u305f\u3089\u3001\u540d\u524d\u3092 COLLECTION \u3078\u8a2d\u5b9a\u3057\u3001\u8a73\u7d30\u3092\u500b\u5225\u306b\u4fdd\u5b58\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    COLLECTION='\u5b9f\u969b\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d'
    \n
    \n(
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n
    \n  curl -fsS \\
    \n    -H "api-key: ${QDRANT_API_KEY}" \\
    \n    "http:\/\/127.0.0.1:6333\/collections\/${COLLECTION}" \\
    \n    > \/tmp\/qdrant-collection-info.json
    \n)
    \n
    \npython3 -m json.tool \\
    \n  < \/tmp\/qdrant-collection-info.json<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d\u306b\u7a7a\u767d\u3084 URL \u4e0a\u3067\u7279\u5225\u306a\u610f\u5473\u3092\u6301\u3064\u6587\u5b57\u304c\u542b\u307e\u308c\u308b\u5834\u5408\u306f\u3001\u7ba1\u7406\u753b\u9762\u304b\u3089\u78ba\u8a8d\u3059\u308b\u304b\u3001Python \u306e urllib.parse.quote \u3067\u7b26\u53f7\u5316\u3057\u3066\u8981\u6c42\u3059\u308b\u3002\u901a\u5e38\u306e Open WebUI \u7531\u6765\u306e\u540d\u79f0\u3067\u306f\u554f\u984c\u306b\u306a\u308a\u306b\u304f\u3044\u304c\u3001API \u64cd\u4f5c\u3067\u306f\u540d\u79f0\u3092\u7121\u52a0\u5de5\u3067\u5b89\u5168\u3068\u4eee\u5b9a\u3057\u306a\u3044\u3002<\/p>\n

    7.3 \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u6b21\u5143\u3068\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u8a2d\u5b9a\u3092\u7167\u5408\u3059\u308b<\/h3>\n

    Qdrant \u306b\u70b9\u304c\u4fdd\u5b58\u3055\u308c\u3066\u3044\u3066\u3082\u3001\u4f7f\u7528\u3057\u305f\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3068\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u30d9\u30af\u30c8\u30eb\u6b21\u5143\u304c\u4e00\u81f4\u3057\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u540c\u3058\u7a7a\u9593\u3067\u8cea\u554f\u3092\u691c\u7d22\u3067\u304d\u306a\u3044\u3002\u7b2c 3 \u7ae0\u3067\u306f embeddinggemma \u306e\u57cb\u3081\u8fbc\u307f API \u304c\u8fd4\u3059\u914d\u5217\u306e\u6b21\u5143\u3092\u78ba\u8a8d\u3057\u305f\u3002\u3053\u3053\u3067\u306f\u3001\u73fe\u5728\u306e Ollama \u306e\u51fa\u529b\u3068 Qdrant \u306e\u8a2d\u5b9a\u3092\u540c\u3058\u51e6\u7406\u5185\u3067\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    COLLECTION='\u5b9f\u969b\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d'
    \n
    \n(
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n  export COLLECTION
    \n
    \n  python3 - <<'PY'
    \nimport json
    \nimport os
    \nimport urllib.parse
    \nimport urllib.request
    \n
    \ncollection = os.environ["COLLECTION"]
    \nqdrant_key = os.environ["QDRANT_API_KEY"]
    \nembedding_model = os.environ["EMBEDDING_MODEL"]
    \n
    \nembed_request = urllib.request.Request(
    \n    "http:\/\/127.0.0.1:11434\/api\/embed",
    \n    data=json.dumps({
    \n        "model": embedding_model,
    \n        "input": "Argolet \u306e\u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8\u3092\u78ba\u8a8d\u3059\u308b",
    \n    }).encode("utf-8"),
    \n    headers={"Content-Type": "application\/json"},
    \n    method="POST",
    \n)
    \n
    \nwith urllib.request.urlopen(embed_request, timeout=60) as response:
    \n    embed_data = json.load(response)
    \n
    \nembeddings = embed_data.get("embeddings", [])
    \nif len(embeddings) != 1:
    \n    raise SystemExit(
    \n        f"Unexpected number of embedding vectors: {len(embeddings)}"
    \n    )
    \n
    \nembedding_size = len(embeddings[0])
    \n
    \nencoded_collection = urllib.parse.quote(collection, safe="")
    \ncollection_request = urllib.request.Request(
    \n    f"http:\/\/127.0.0.1:6333\/collections\/{encoded_collection}",
    \n    headers={"api-key": qdrant_key},
    \n)
    \n
    \nwith urllib.request.urlopen(collection_request, timeout=10) as response:
    \n    collection_data = json.load(response)
    \n
    \nvectors = (
    \n    collection_data.get("result", {})
    \n    .get("config", {})
    \n    .get("params", {})
    \n    .get("vectors")
    \n)
    \n
    \nif not isinstance(vectors, dict):
    \n    raise SystemExit("The Qdrant vector configuration was not found")
    \n
    \nif "size" in vectors:
    \n    qdrant_sizes = {"default": vectors["size"]}
    \nelse:
    \n    qdrant_sizes = {
    \n        name: settings.get("size")
    \n        for name, settings in vectors.items()
    \n        if isinstance(settings, dict)
    \n    }
    \n
    \nprint(f"embedding_model={embedding_model}")
    \nprint(f"embedding_size={embedding_size}")
    \nprint(f"qdrant_vector_sizes={qdrant_sizes}")
    \n
    \nif embedding_size not in qdrant_sizes.values():
    \n    raise SystemExit(
    \n        "The embedding output size does not match the Qdrant collection"
    \n    )
    \n
    \nprint("dimension_match=True")
    \nPY
    \n)<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    dimension_match=True \u306b\u306a\u308c\u3070\u3001\u73fe\u5728\u306e embeddinggemma \u304c\u8fd4\u3059\u6b21\u5143\u6570\u3068\u3001\u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u5c11\u306a\u304f\u3068\u3082\u4e00\u3064\u306e\u30d9\u30af\u30c8\u30eb\u8a2d\u5b9a\u304c\u4e00\u81f4\u3057\u3066\u3044\u308b\u3002\u305f\u3060\u3057\u3001\u6b21\u5143\u6570\u306e\u4e00\u81f4\u306f\u5fc5\u8981\u6761\u4ef6\u3067\u3042\u308a\u3001\u540c\u3058\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u305f\u3053\u3068\u306e\u5341\u5206\u6761\u4ef6\u3067\u306f\u306a\u3044\u3002<\/p>\n

    \u7570\u306a\u308b\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u304c\u5076\u7136\u540c\u3058\u6b21\u5143\u6570\u3092\u8fd4\u3059\u5834\u5408\u3067\u3082\u3001\u6587\u7ae0\u3092\u914d\u7f6e\u3059\u308b\u610f\u5473\u7a7a\u9593\u306f\u4e00\u81f4\u3057\u306a\u3044\u3002Qdrant \u306f\u914d\u5217\u306e\u9577\u3055\u3092\u691c\u8a3c\u3067\u304d\u308b\u304c\u3001\u305d\u306e\u6570\u5024\u304c\u3069\u306e\u30e2\u30c7\u30eb\u304b\u3089\u751f\u6210\u3055\u308c\u305f\u304b\u307e\u3067\u306f\u5224\u5b9a\u3057\u306a\u3044\u3002\u30e2\u30c7\u30eb\u540d\u3001\u7248\u3001\u767b\u9332\u65e5\u6642\u3092\u69cb\u6210\u8a18\u9332\u3068\u3057\u3066\u4fdd\u6301\u3057\u3001\u5909\u66f4\u5f8c\u306b\u306f\u65e2\u5b58\u6587\u66f8\u3092\u518d\u7d22\u5f15\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
    \u78ba\u8a8d\u7d50\u679c<\/th>\n\u5224\u5b9a<\/th>\n<\/tr>\n<\/thead>\n
    \u6b21\u5143\u6570\u304c\u4e00\u81f4\u3057\u3001\u767b\u9332\u6642\u304b\u3089\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3057\u3066\u3044\u306a\u3044<\/td>\n\u6587\u66f8\u30d9\u30af\u30c8\u30eb\u3068\u8cea\u554f\u30d9\u30af\u30c8\u30eb\u3092\u540c\u3058\u7a7a\u9593\u3067\u6bd4\u8f03\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3002<\/td>\n<\/tr>\n
    \u6b21\u5143\u6570\u304c\u4e00\u81f4\u3059\u308b\u304c\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3057\u305f<\/td>\n\u914d\u5217\u5f62\u72b6\u306f\u4e00\u81f4\u3057\u3066\u3082\u610f\u5473\u7a7a\u9593\u306f\u4e92\u63db\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u518d\u7d22\u5f15\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
    \u6b21\u5143\u6570\u304c\u4e00\u81f4\u3057\u306a\u3044<\/td>\n\u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u8aa4\u9078\u629e\u3001\u65e7\u30e2\u30c7\u30eb\u306e\u6b8b\u5b58\u3001\u518d\u7d22\u5f15\u672a\u5b9f\u65bd\u3092\u7591\u3046\u3002<\/td>\n<\/tr>\n
    \u57cb\u3081\u8fbc\u307f API \u304c\u5931\u6557\u3059\u308b<\/td>\nQdrant \u3092\u8abf\u3079\u308b\u524d\u306b\u3001Ollama \u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u72b6\u614b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    7.4 \u70b9\u306e\u4ed8\u968f\u60c5\u5831\u304b\u3089\u6587\u66f8\u672c\u6587\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

    \u70b9\u6570\u3068\u6b21\u5143\u6570\u304c\u6b63\u3057\u304f\u3066\u3082\u3001\u539f\u6587\u304c\u7a7a\u3067\u3042\u3063\u305f\u308a\u3001\u5fc5\u8981\u306a\u6587\u5b57\u5217\u304c\u62bd\u51fa\u3055\u308c\u3066\u3044\u306a\u304b\u3063\u305f\u308a\u3059\u308c\u3070\u3001\u691c\u7d22\u53ef\u80fd\u306a\u6839\u62e0\u306b\u306f\u306a\u3089\u306a\u3044\u3002\u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304b\u3089\u70b9\u3092\u53d6\u5f97\u3057\u3001\u30d9\u30af\u30c8\u30eb\u672c\u4f53\u3092\u9664\u5916\u3057\u305f\u3046\u3048\u3067\u3001JSON \u306e\u4ed8\u968f\u60c5\u5831\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    COLLECTION='\u5b9f\u969b\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d'
    \n
    \n(
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n
    \n  curl -fsS \\
    \n    -X POST \\
    \n    -H "api-key: ${QDRANT_API_KEY}" \\
    \n    -H 'Content-Type: application\/json' \\
    \n    -d '{
    \n      "limit": 100,
    \n      "with_payload": true,
    \n      "with_vector": false
    \n    }' \\
    \n    "http:\/\/127.0.0.1:6333\/collections\/${COLLECTION}\/points\/scroll" \\
    \n    > \/tmp\/qdrant-points.json
    \n)
    \n
    \npython3 -m json.tool \\
    \n  < \/tmp\/qdrant-points.json<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    with_vector \u3092 false \u306b\u3059\u308b\u3053\u3068\u3067\u3001\u9577\u3044\u6570\u5024\u914d\u5217\u3092\u8868\u793a\u305b\u305a\u3001\u70b9\u306e\u8b58\u5225\u5b50\u3068\u4ed8\u968f\u60c5\u5831\u3060\u3051\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002\u691c\u8a3c\u7528\u6587\u66f8\u306f\u77ed\u3044\u305f\u3081 100 \u4ef6\u3092\u4e0a\u9650\u3068\u3057\u3066\u3044\u308b\u304c\u3001\u65e2\u5b58\u6587\u66f8\u3092\u591a\u6570\u542b\u3080\u5171\u6709\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001\u4e00\u56de\u306e\u53d6\u5f97\u3060\u3051\u3067\u5bfe\u8c61\u70b9\u304c\u542b\u307e\u308c\u306a\u3044\u5834\u5408\u304c\u3042\u308b\u3002\u305d\u306e\u5834\u5408\u306f Qdrant \u306e\u7ba1\u7406\u753b\u9762\u3001\u4ed8\u968f\u60c5\u5831\u306b\u3088\u308b\u7d5e\u308a\u8fbc\u307f\u3001\u307e\u305f\u306f next_page_offset \u3092\u4f7f\u3063\u305f\u7d9a\u304d\u306e\u53d6\u5f97\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002<\/p>\n

    \u53d6\u5f97\u3057\u305f JSON \u5168\u4f53\u304b\u3089\u3001\u691c\u8a3c\u6587\u66f8\u306b\u542b\u3081\u305f\u56fa\u6709\u6587\u5b57\u5217\u3092\u518d\u5e30\u7684\u306b\u691c\u7d22\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    python3 - <<'PY'
    \nimport json
    \nfrom pathlib import Path
    \n
    \npath = Path("\/tmp\/qdrant-points.json")
    \ndata = json.loads(path.read_text(encoding="utf-8"))
    \n
    \ntargets = (
    \n    "47821",
    \n    "47822",
    \n    "Lapis-7",
    \n    "Rho-Blue",
    \n    "\u958b\u767a\u8cac\u4efb\u8005",
    \n)
    \n
    \nmatches = {target: [] for target in targets}
    \n
    \ndef walk(value, location="$"):
    \n    if isinstance(value, dict):
    \n        for key, child in value.items():
    \n            walk(child, f"{location}.{key}")
    \n    elif isinstance(value, list):
    \n        for index, child in enumerate(value):
    \n            walk(child, f"{location}[{index}]")
    \n    elif isinstance(value, str):
    \n        for target in targets:
    \n            if target in value:
    \n                matches[target].append(location)
    \n
    \nwalk(data)
    \n
    \nfailed = False
    \n
    \nfor target in targets:
    \n    locations = matches[target]
    \n    print(f"{target}:")
    \n    if locations:
    \n        for location in locations:
    \n            print(f"  {location}")
    \n    else:
    \n        print("  not found")
    \n        failed = True
    \n
    \nif failed:
    \n    raise SystemExit(
    \n        "One or more verification strings were not found in the retrieved payloads"
    \n    )
    \nPY<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u3059\u3079\u3066\u306e\u56fa\u6709\u6587\u5b57\u5217\u304c\u898b\u3064\u304b\u308c\u3070\u3001\u5c11\u306a\u304f\u3068\u3082\u53d6\u5f97\u3057\u305f\u70b9\u306e\u4ed8\u968f\u60c5\u5831\u306b\u3001\u691c\u8a3c\u6587\u66f8\u306e\u4e3b\u8981\u90e8\u5206\u304c\u6587\u5b57\u5217\u3068\u3057\u3066\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3060\u3051\u304c\u767b\u9332\u3055\u308c\u3001\u672c\u6587\u304c\u7a7a\u306b\u306a\u3063\u3066\u3044\u308b\u72b6\u614b\u3092\u9664\u5916\u3067\u304d\u308b\u3002<\/p>\n

    \u305f\u3060\u3057\u3001\u6587\u5b57\u5217\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u306f\u3001\u8cea\u554f\u6642\u306b\u305d\u306e\u70b9\u304c\u691c\u7d22\u4e0a\u4f4d\u3078\u5165\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u306a\u3044\u3002\u4ed8\u968f\u60c5\u5831\u306e\u4fdd\u5b58\u306f\u767b\u9332\u7d4c\u8def\u306e\u78ba\u8a8d\u3067\u3042\u308a\u3001\u8cea\u554f\u30d9\u30af\u30c8\u30eb\u3068\u306e\u985e\u4f3c\u691c\u7d22\u306f\u6b21\u306e\u6bb5\u968e\u3067\u3042\u308b\u3002\u672c\u6587\u304c\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u306e\u306b\u56de\u7b54\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\u6587\u5b57\u62bd\u51fa\u3067\u306f\u306a\u304f\u3001\u30c1\u30e3\u30f3\u30af\u5883\u754c\u3001\u691c\u7d22\u9806\u4f4d\u3001Knowledge \u306e\u63a5\u7d9a\u3001\u751f\u6210\u7528 LLM \u3078\u306e\u6295\u5165\u3092\u8abf\u3079\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
    \u78ba\u8a8d\u3057\u305f\u72b6\u614b<\/th>\n\u6210\u7acb\u3057\u305f\u3053\u3068<\/th>\n\u307e\u3060\u6210\u7acb\u3092\u78ba\u8a8d\u3057\u3066\u3044\u306a\u3044\u3053\u3068<\/th>\n<\/tr>\n<\/thead>\n
    \u70b9\u6570\u304c 0 \u3088\u308a\u5927\u304d\u3044<\/td>\n\u4e00\u3064\u4ee5\u4e0a\u306e\u70b9\u304c Qdrant \u3078\u4fdd\u5b58\u3055\u308c\u305f\u3002<\/td>\n\u70b9\u306b\u5fc5\u8981\u306a\u672c\u6587\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u306f\u5206\u304b\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n
    \u4ed8\u968f\u60c5\u5831\u306b 47821 \u304c\u3042\u308b<\/td>\n\u672c\u756a\u30dd\u30fc\u30c8\u306e\u6587\u5b57\u5217\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3002<\/td>\n\u672c\u756a\u30dd\u30fc\u30c8\u306e\u8cea\u554f\u3067\u305d\u306e\u70b9\u304c\u53d6\u5f97\u3055\u308c\u308b\u304b\u306f\u5206\u304b\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n
    47821 \u3068 47822 \u304c\u540c\u3058\u70b9\u306b\u3042\u308b<\/td>\n\u672c\u756a\u3068\u958b\u767a\u306e\u5bfe\u7167\u60c5\u5831\u304c\u540c\u3058\u30c1\u30e3\u30f3\u30af\u306b\u542b\u307e\u308c\u308b\u3002<\/td>\n\u751f\u6210\u7528 LLM \u304c\u4e8c\u3064\u306e\u5024\u3092\u6b63\u3057\u304f\u533a\u5225\u3067\u304d\u308b\u304b\u306f\u5206\u304b\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n
    Rho-Blue \u3068 15 \u5206\u9593\u306e\u6761\u4ef6\u304c\u540c\u3058\u70b9\u306b\u3042\u308b<\/td>\n\u5fa9\u65e7\u6761\u4ef6\u304c\u4e00\u3064\u306e\u6839\u62e0\u5358\u4f4d\u3068\u3057\u3066\u4fdd\u5b58\u3055\u308c\u305f\u3002<\/td>\n\u8a00\u3044\u63db\u3048\u305f\u8cea\u554f\u3067\u691c\u7d22\u3067\u304d\u308b\u304b\u306f\u5206\u304b\u3089\u306a\u3044\u3002<\/td>\n<\/tr>\n
    \u56fa\u6709\u6587\u5b57\u5217\u304c\u898b\u3064\u304b\u3089\u306a\u3044<\/td>\n\u53d6\u5f97\u7bc4\u56f2\u5916\u3001\u5225\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3001\u62bd\u51fa\u5931\u6557\u3001\u4fdd\u5b58\u5931\u6557\u306e\u3044\u305a\u308c\u304b\u3067\u3042\u308b\u3002<\/td>\n\u56de\u7b54\u751f\u6210\u3092\u8a66\u3059\u524d\u306b\u4fdd\u5b58\u5bfe\u8c61\u3092\u7279\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    7.5 Open WebUI \u3068 Qdrant \u306e\u30ed\u30b0\u3092\u4e21\u5074\u304b\u3089\u78ba\u8a8d\u3059\u308b<\/h3>\n

    \u901a\u5e38\u5bfe\u8a71\u304c\u6210\u529f\u3057\u3066\u3044\u3066\u3082\u3001\u6587\u66f8\u767b\u9332\u6642\u3060\u3051\u969c\u5bb3\u304c\u767a\u751f\u3059\u308b\u5834\u5408\u304c\u3042\u308b\u3002\u901a\u5e38\u5bfe\u8a71\u306f\u751f\u6210\u7528 LLM \u3060\u3051\u3067\u6210\u7acb\u3059\u308b\u304c\u3001\u6587\u66f8\u767b\u9332\u3067\u306f\u6587\u5b57\u62bd\u51fa\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u751f\u6210\u3001Qdrant \u8a8d\u8a3c\u3001\u70b9\u306e\u4fdd\u5b58\u304c\u8ffd\u52a0\u3055\u308c\u308b\u305f\u3081\u3067\u3042\u308b\u3002<\/p>\n

    \u767b\u9332\u64cd\u4f5c\u3092\u884c\u3063\u305f\u6642\u523b\u306b\u8fd1\u3044\u30ed\u30b0\u3092\u3001Open WebUI \u3068 Qdrant \u306e\u4e21\u65b9\u304b\u3089\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

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    docker compose logs --since=15m open-webui |
    \n  grep -Ei 'document|chunk|embedding|qdrant|retriev|error|exception|traceback' |
    \n  tail -n 200 || true
    \n
    \ndocker compose logs --since=15m qdrant |
    \n  grep -Ei 'collection|point|request|error|warning|panic' |
    \n  tail -n 200 || true<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    grep \u306e\u691c\u7d22\u8a9e\u306f\u3001\u7248\u306b\u3088\u3063\u3066\u5909\u5316\u3059\u308b\u30ed\u30b0\u8868\u73fe\u3092\u5e83\u304f\u62fe\u3046\u305f\u3081\u306e\u3082\u306e\u3067\u3042\u308a\u3001\u7279\u5b9a\u306e\u6587\u5b57\u5217\u304c\u5fc5\u305a\u51fa\u529b\u3055\u308c\u308b\u3053\u3068\u3092\u524d\u63d0\u306b\u3057\u3066\u3044\u306a\u3044\u3002\u8a72\u5f53\u884c\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u5834\u5408\u306f\u3001\u7d5e\u308a\u8fbc\u307f\u3092\u5916\u3057\u3066\u540c\u3058\u6642\u9593\u7bc4\u56f2\u306e\u30ed\u30b0\u5168\u4f53\u3092\u898b\u308b\u3002<\/p>\n

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    docker compose logs --since=15m --timestamps open-webui |
    \n  tail -n 300
    \n
    \ndocker compose logs --since=15m --timestamps qdrant |
    \n  tail -n 300<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n\n\n\n\n\n\n\n\n\n\n
    \u75c7\u72b6<\/th>\n\u7591\u3046\u51e6\u7406<\/th>\n\u78ba\u8a8d\u5bfe\u8c61<\/th>\n<\/tr>\n<\/thead>\n
    \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u304c\u898b\u3064\u304b\u3089\u306a\u3044<\/td>\nOpen WebUI \u304b\u3089 Ollama \u3078\u306e\u57cb\u3081\u8fbc\u307f\u8981\u6c42<\/td>\nRAG_EMBEDDING_MODEL\u3001ollama list\u3001Ollama API \u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    Ollama \u3078\u306e\u63a5\u7d9a\u3092\u62d2\u5426\u3055\u308c\u308b<\/td>\n\u30b3\u30f3\u30c6\u30ca\u30fc\u304b\u3089\u30db\u30b9\u30c8\u3078\u306e\u901a\u4fe1<\/td>\nOLLAMA_BASE_URL\u3001host.docker.internal\u300111434 \u756a\u30dd\u30fc\u30c8\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    Qdrant \u306e\u8a8d\u8a3c\u306b\u5931\u6557\u3059\u308b<\/td>\nOpen WebUI \u3068 Qdrant \u306e API \u9375<\/td>\n\u4e21\u30b3\u30f3\u30c6\u30ca\u30fc\u3078\u540c\u3058 QDRANT_API_KEY \u304c\u6e21\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u30d9\u30af\u30c8\u30eb\u6b21\u5143\u306e\u4e0d\u4e00\u81f4\u304c\u51fa\u308b<\/td>\n\u65e7\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u73fe\u5728\u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b<\/td>\n\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u5909\u66f4\u5c65\u6b74\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u8a2d\u5b9a\u3001\u518d\u7d22\u5f15\u306e\u5b9f\u65bd\u72b6\u614b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6587\u66f8\u767b\u9332\u51e6\u7406\u304c\u4f8b\u5916\u3067\u7d42\u4e86\u3059\u308b<\/td>\n\u6587\u5b57\u62bd\u51fa\u3001\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u3001\u4fdd\u5b58\u306e\u3044\u305a\u308c\u304b<\/td>\n\u6700\u521d\u306b\u767a\u751f\u3057\u305f\u4f8b\u5916\u3068\u3001\u305d\u306e\u76f4\u524d\u306e\u51e6\u7406\u540d\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    Open WebUI \u306f\u6210\u529f\u8868\u793a\u3060\u304c\u70b9\u6570\u304c\u5897\u3048\u306a\u3044<\/td>\n\u4fdd\u5b58\u51e6\u7406\u307e\u305f\u306f\u78ba\u8a8d\u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u9078\u629e<\/td>\n\u8907\u6570\u5229\u7528\u8005\u30e2\u30fc\u30c9\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u4e00\u89a7\u3001Qdrant \u5074\u306e\u8981\u6c42\u30ed\u30b0\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u969c\u5bb3\u8abf\u67fb\u3067\u306f\u3001\u6700\u5f8c\u306b\u51fa\u529b\u3055\u308c\u305f\u4e00\u822c\u7684\u306a\u30a8\u30e9\u30fc\u884c\u3060\u3051\u3067\u306a\u304f\u3001\u6700\u521d\u306e\u4f8b\u5916\u3092\u78ba\u8a8d\u3059\u308b\u3002\u57cb\u3081\u8fbc\u307f\u751f\u6210\u306e\u5931\u6557\u304c\u539f\u56e0\u3067 Qdrant \u3078\u306e\u4fdd\u5b58\u51e6\u7406\u304c\u547c\u3070\u308c\u305a\u3001\u5f8c\u7d9a\u51e6\u7406\u304c\u5225\u306e\u7a7a\u5024\u30a8\u30e9\u30fc\u3092\u51fa\u3059\u5834\u5408\u304c\u3042\u308b\u3002\u672b\u5c3e\u306e\u75c7\u72b6\u3060\u3051\u3092\u4fee\u6b63\u3059\u308b\u3068\u3001\u6700\u521d\u306e\u539f\u56e0\u304c\u6b8b\u308b\u3002<\/p>\n

    Open WebUI \u306e RAG \u969c\u5bb3\u306f\u3001\u6587\u66f8\u51e6\u7406\u3001\u57cb\u3081\u8fbc\u307f\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u691c\u7d22\u3001\u751f\u6210\u3078\u306e\u6295\u5165\u3092\u5206\u3051\u3066\u8abf\u3079\u308b\u5fc5\u8981\u304c\u3042\u308b[28]<\/a>\u3002\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u306b\u8868\u793a\u3055\u308c\u305f\u6700\u7d42\u56de\u7b54\u3060\u3051\u3092\u898b\u3066\u3001Qdrant \u307e\u305f\u306f\u751f\u6210\u7528 LLM \u306e\u3069\u3061\u3089\u304c\u539f\u56e0\u304b\u3092\u6c7a\u3081\u3066\u306f\u306a\u3089\u306a\u3044\u3002<\/p>\n

    7.6 \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u307e\u305f\u306f\u30c1\u30e3\u30f3\u30af\u6761\u4ef6\u3092\u5909\u66f4\u3057\u305f\u3089\u518d\u7d22\u5f15\u3059\u308b<\/h3>\n

    \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3059\u308b\u3068\u3001\u6b21\u5143\u6570\u304c\u540c\u3058\u3067\u3042\u3063\u3066\u3082\u3001\u6587\u7ae0\u304c\u914d\u7f6e\u3055\u308c\u308b\u610f\u5473\u7a7a\u9593\u304c\u5909\u308f\u308b\u3002\u65e7\u30e2\u30c7\u30eb\u3067\u751f\u6210\u3057\u305f\u6587\u66f8\u30d9\u30af\u30c8\u30eb\u3068\u3001\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3067\u751f\u6210\u3057\u305f\u8cea\u554f\u30d9\u30af\u30c8\u30eb\u306f\u4e92\u63db\u3067\u306f\u306a\u3044\u3002Open WebUI \u3067\u3082\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u306f\u3001Knowledge \u306b\u5c5e\u3059\u308b\u3059\u3079\u3066\u306e\u6587\u66f8\u3092\u518d\u7d22\u5f15\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b[32]<\/a>\u3002<\/p>\n

    \u672c\u69cb\u6210\u3067\u306f ENABLE_PERSISTENT_CONFIG=False \u3068\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u5909\u66f4\u306f\u7ba1\u7406\u753b\u9762\u3060\u3051\u3067\u884c\u308f\u305a\u3001\u69cb\u6210\u306e\u6b63\u3067\u3042\u308b .env \u3092\u66f4\u65b0\u3059\u308b\u3002\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3092 Ollama \u3078\u53d6\u5f97\u3057\u305f\u5f8c\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u4f5c\u6210\u3057\u3001\u5b9f\u884c\u4e2d\u306e\u74b0\u5883\u5909\u6570\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    NEW_EMBEDDING_MODEL='model-name'
    \n
    \nollama pull "${NEW_EMBEDDING_MODEL}"
    \n
    \nexport NEW_EMBEDDING_MODEL
    \n
    \npython3 - <<'PY'
    \nimport os
    \nfrom pathlib import Path
    \n
    \npath = Path(".env")
    \ntext = path.read_text(encoding="utf-8").splitlines()
    \nnew_model = os.environ["NEW_EMBEDDING_MODEL"]
    \n
    \nupdated = []
    \nfound = False
    \n
    \nfor line in text:
    \n    if line.startswith("EMBEDDING_MODEL="):
    \n        updated.append(f"EMBEDDING_MODEL={new_model}")
    \n        found = True
    \n    else:
    \n        updated.append(line)
    \n
    \nif not found:
    \n    raise SystemExit("EMBEDDING_MODEL was not found in .env")
    \n
    \npath.write_text("\\n".join(updated) + "\\n", encoding="utf-8")
    \nPY
    \n
    \nunset NEW_EMBEDDING_MODEL
    \nchmod 600 .env
    \n
    \ndocker compose config --quiet
    \ndocker compose up -d --force-recreate open-webui
    \n
    \ndocker compose exec open-webui \\
    \n  printenv RAG_EMBEDDING_MODEL<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    model-name \u306f\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b Ollama \u306e\u30e2\u30c7\u30eb\u30bf\u30b0\u3078\u7f6e\u304d\u63db\u3048\u308b\u3002\u6700\u5f8c\u306e\u30b3\u30de\u30f3\u30c9\u3067\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u540d\u304c\u8868\u793a\u3055\u308c\u3066\u3082\u3001\u65e2\u5b58\u306e Qdrant \u306e\u70b9\u306f\u65e7\u30e2\u30c7\u30eb\u3067\u751f\u6210\u3055\u308c\u305f\u307e\u307e\u3067\u3042\u308b\u3002\u74b0\u5883\u5909\u6570\u306e\u5909\u66f4\u3068 Knowledge \u306e\u518d\u7d22\u5f15\u306f\u5225\u306e\u5de5\u7a0b\u3068\u3057\u3066\u5b9f\u884c\u3059\u308b\u3002<\/p>\n

    Open WebUI \u306e\u7ba1\u7406\u753b\u9762\u3067 Admin Panel<\/strong>\u3001Settings<\/strong>\u3001Documents<\/strong> \u3092\u958b\u304d\u3001Knowledge \u306e\u518d\u7d22\u5f15\u3092\u5b9f\u884c\u3059\u308b\u3002\u518d\u7d22\u5f15\u3067\u306f\u3001\u65e2\u5b58\u306e Knowledge \u7528\u30d9\u30af\u30c8\u30eb\u3092\u524a\u9664\u3057\u3001\u73fe\u5728\u306e\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3001\u91cd\u8907\u91cf\u3001\u6587\u5b57\u5206\u5272\u65b9\u5f0f\u3067\u6587\u66f8\u3092\u518d\u5206\u5272\u3057\u3001\u73fe\u5728\u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u308a\u76f4\u3059[32]<\/a>\u3002<\/p>\n

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    <\/div><\/td>
    Knowledge \u306e\u518d\u7d22\u5f15
    \n
    \n\u65e2\u5b58\u306e Knowledge \u7528\u30d9\u30af\u30c8\u30eb\u3092\u524a\u9664
    \n  \u2193
    \n\u4fdd\u5b58\u6e08\u307f\u306e\u539f\u6587\u3092\u8aad\u307f\u76f4\u3059
    \n  \u2193
    \n\u73fe\u5728\u306e\u30c1\u30e3\u30f3\u30af\u6761\u4ef6\u3067\u518d\u5206\u5272
    \n  \u2193
    \n\u73fe\u5728\u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u518d\u5909\u63db
    \n  \u2193
    \n\u65b0\u3057\u3044\u30d9\u30af\u30c8\u30eb\u3092 Qdrant \u3078\u4fdd\u5b58
    \n  \u2193
    \n\u70b9\u6570\u3001\u6b21\u5143\u6570\u3001\u4ed8\u968f\u60c5\u5831\u3092\u518d\u78ba\u8a8d<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u518d\u7d22\u5f15\u306f\u65e2\u5b58\u306e\u691c\u7d22\u72b6\u614b\u3092\u66f8\u304d\u63db\u3048\u308b\u305f\u3081\u3001\u5b9f\u884c\u524d\u306b Open WebUI \u306e\u4fdd\u5b58\u9818\u57df\u3068 Qdrant \u306e\u4fdd\u5b58\u9818\u57df\u307e\u305f\u306f\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u9000\u907f\u3059\u308b\u3002\u51e6\u7406\u4e2d\u306b\u5931\u6557\u3059\u308b\u3068\u3001\u4e00\u6642\u7684\u306b Knowledge \u304b\u3089\u691c\u7d22\u3067\u304d\u306a\u3044\u72b6\u614b\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u66f4\u65b0\u524d\u306e\u72b6\u614b\u3078\u623b\u305b\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u5b9f\u65bd\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
    \u5909\u66f4\u5185\u5bb9<\/th>\n\u65e2\u5b58 Knowledge \u3078\u306e\u5f71\u97ff<\/th>\n\u5fc5\u8981\u306a\u64cd\u4f5c<\/th>\n<\/tr>\n<\/thead>\n
    \u751f\u6210\u7528 LLM \u3060\u3051\u3092\u5909\u66f4\u3059\u308b<\/td>\n\u6587\u66f8\u30d9\u30af\u30c8\u30eb\u306e\u7a7a\u9593\u306f\u5909\u308f\u3089\u306a\u3044\u3002<\/td>\n\u901a\u5e38\u306f Knowledge \u306e\u518d\u7d22\u5f15\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044\u3002<\/td>\n<\/tr>\n
    \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3059\u308b<\/td>\n\u65e7\u30d9\u30af\u30c8\u30eb\u3068\u65b0\u3057\u3044\u8cea\u554f\u30d9\u30af\u30c8\u30eb\u306e\u610f\u5473\u7a7a\u9593\u304c\u4e92\u63db\u3067\u306a\u304f\u306a\u308b\u3002<\/td>\n\u3059\u3079\u3066\u306e Knowledge \u6587\u66f8\u3092\u518d\u7d22\u5f15\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u307e\u305f\u306f\u91cd\u8907\u91cf\u3092\u5909\u66f4\u3059\u308b<\/td>\n\u65e2\u5b58\u6587\u66f8\u306f\u4ee5\u524d\u306e\u5883\u754c\u3092\u7dad\u6301\u3057\u3001\u65b0\u898f\u6587\u66f8\u3060\u3051\u304c\u65b0\u8a2d\u5b9a\u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u691c\u7d22\u6761\u4ef6\u3092\u7d71\u4e00\u3059\u308b\u5834\u5408\u306f\u518d\u7d22\u5f15\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6587\u5b57\u5206\u5272\u65b9\u5f0f\u3092\u5909\u66f4\u3059\u308b<\/td>\n\u65e2\u5b58\u6587\u66f8\u306e\u30c1\u30e3\u30f3\u30af\u69cb\u9020\u306f\u5909\u5316\u3057\u306a\u3044\u3002<\/td>\n\u65b0\u3057\u3044\u5206\u5272\u65b9\u5f0f\u3092\u9069\u7528\u3059\u308b\u306b\u306f\u518d\u7d22\u5f15\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u4f1a\u8a71\u3078\u76f4\u63a5\u6dfb\u4ed8\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u304c\u3042\u308b<\/td>\nKnowledge \u306e\u518d\u7d22\u5f15\u5bfe\u8c61\u306b\u306f\u542b\u307e\u308c\u306a\u3044\u3002<\/td>\n\u65b0\u3057\u3044\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u9069\u7528\u3059\u308b\u306b\u306f\u30d5\u30a1\u30a4\u30eb\u3092\u518d\u5ea6\u6dfb\u4ed8\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    Open WebUI \u306e Knowledge \u518d\u7d22\u5f15\u306f\u3001Knowledge \u306b\u6240\u5c5e\u3059\u308b\u6587\u66f8\u3092\u5bfe\u8c61\u3068\u3059\u308b\u3002\u4f1a\u8a71\u3078\u76f4\u63a5\u6dfb\u4ed8\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306e\u30d9\u30af\u30c8\u30eb\u306f\u540c\u3058\u64cd\u4f5c\u3067\u306f\u66f4\u65b0\u3055\u308c\u306a\u3044\u305f\u3081\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u5909\u66f4\u5f8c\u306b\u518d\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u5404\u30d5\u30a1\u30a4\u30eb\u3092\u518d\u5ea6\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b[32]<\/a>\u3002<\/p>\n

    \u518d\u7d22\u5f15\u5f8c\u306b\u306f\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u4e00\u89a7\u3001\u70b9\u6570\u3001\u30d9\u30af\u30c8\u30eb\u6b21\u5143\u3001\u4ed8\u968f\u60c5\u5831\u3092\u518d\u5ea6\u78ba\u8a8d\u3059\u308b\u3002\u753b\u9762\u4e0a\u3067\u518d\u7d22\u5f15\u304c\u5b8c\u4e86\u3057\u305f\u3068\u8868\u793a\u3055\u308c\u3066\u3082\u3001\u65e7\u6b21\u5143\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u6b8b\u3063\u3066\u3044\u305f\u308a\u3001\u4ed8\u968f\u60c5\u5831\u304b\u3089\u672c\u6587\u304c\u6d88\u3048\u3066\u3044\u305f\u308a\u3059\u308b\u5834\u5408\u306b\u306f\u3001\u691c\u7d22\u8a66\u9a13\u3078\u9032\u307e\u306a\u3044\u3002<\/p>\n

    7.7 \u4fdd\u5b58\u5de5\u7a0b\u306e\u5b8c\u4e86\u6761\u4ef6\u3092\u56fa\u5b9a\u3059\u308b<\/h3>\n

    Qdrant \u306e\u4fdd\u5b58\u78ba\u8a8d\u3067\u306f\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u5b58\u5728\u3059\u308b\u3068\u3044\u3046\u4e00\u3064\u306e\u4e8b\u5b9f\u3060\u3051\u3092\u5b8c\u6210\u6761\u4ef6\u306b\u3057\u306a\u3044\u3002\u767b\u9332\u524d\u5f8c\u306e\u5909\u5316\u3001\u70b9\u6570\u3001\u30d9\u30af\u30c8\u30eb\u6b21\u5143\u3001\u4ed8\u968f\u60c5\u5831\u3001\u30ed\u30b0\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u6587\u5b57\u62bd\u51fa\u304b\u3089\u30d9\u30af\u30c8\u30eb\u4fdd\u5b58\u307e\u3067\u306e\u5404\u6bb5\u968e\u3092\u5224\u5b9a\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
    \u78ba\u8a8d\u6bb5\u968e<\/th>\n\u6210\u529f\u6761\u4ef6<\/th>\n\u5931\u6557\u6642\u306b\u623b\u308b\u5de5\u7a0b<\/th>\n<\/tr>\n<\/thead>\n
    \u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u63a5\u7d9a<\/td>\n\u8a8d\u8a3c\u4ed8\u304d\u3067\u4e00\u89a7\u3068\u8a73\u7d30\u3092\u53d6\u5f97\u3067\u304d\u308b\u3002<\/td>\nQdrant \u306e\u8d77\u52d5\u3001\u30dd\u30fc\u30c8\u3001API \u9375\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u4fdd\u5b58\u72b6\u614b<\/td>\n\u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e points_count \u304c 0 \u3088\u308a\u5927\u304d\u3044\u3002<\/td>\nOpen WebUI \u306e\u767b\u9332\u51e6\u7406\u3068 Qdrant \u3078\u306e\u66f8\u304d\u8fbc\u307f\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u30d9\u30af\u30c8\u30eb\u8a2d\u5b9a<\/td>\n\u73fe\u5728\u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u6b21\u5143\u3068 Qdrant \u306e\u8a2d\u5b9a\u304c\u4e00\u81f4\u3059\u308b\u3002<\/td>\n\u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3001\u30e2\u30c7\u30eb\u5909\u66f4\u5c65\u6b74\u3001\u518d\u7d22\u5f15\u72b6\u614b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u672c\u6587\u4fdd\u5b58<\/td>\n\u4ed8\u968f\u60c5\u5831\u306b 47821\u3001Lapis-7\u3001Rho-Blue \u306a\u3069\u306e\u56fa\u6709\u6587\u5b57\u5217\u304c\u542b\u307e\u308c\u308b\u3002<\/td>\n\u6587\u5b57\u62bd\u51fa\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3001\u78ba\u8a8d\u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u767b\u9332\u6642\u30ed\u30b0<\/td>\n\u672a\u89e3\u6c7a\u306e\u57cb\u3081\u8fbc\u307f\u3001\u8a8d\u8a3c\u3001\u6b21\u5143\u4e0d\u4e00\u81f4\u3001\u4fdd\u5b58\u4f8b\u5916\u304c\u306a\u3044\u3002<\/td>\n\u6700\u521d\u306b\u767a\u751f\u3057\u305f\u4f8b\u5916\u306e\u51e6\u7406\u6bb5\u968e\u3078\u623b\u308b\u3002<\/td>\n<\/tr>\n
    \u5909\u66f4\u5f8c\u306e\u6574\u5408\u6027<\/td>\n\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u307e\u305f\u306f\u30c1\u30e3\u30f3\u30af\u6761\u4ef6\u306e\u5909\u66f4\u5f8c\u306b\u518d\u7d22\u5f15\u3055\u308c\u3066\u3044\u308b\u3002<\/td>\n\u65e7\u30d9\u30af\u30c8\u30eb\u3092\u524a\u9664\u3057\u3001\u73fe\u5728\u306e\u8a2d\u5b9a\u3067\u6587\u66f8\u3092\u518d\u51e6\u7406\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u3053\u3053\u307e\u3067\u306e\u78ba\u8a8d\u306b\u3088\u3063\u3066\u3001Argolet \u306e\u539f\u6587\u304c\u30c1\u30e3\u30f3\u30af\u3078\u5206\u5272\u3055\u308c\u3001embeddinggemma \u306e\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066 Qdrant \u306b\u4fdd\u5b58\u3055\u308c\u3001\u56de\u7b54\u6642\u306b\u518d\u5229\u7528\u3067\u304d\u308b\u6587\u5b57\u5217\u304c\u4ed8\u968f\u60c5\u5831\u3078\u6b8b\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002\u305f\u3060\u3057\u3001\u4fdd\u5b58\u3055\u308c\u305f\u70b9\u304c\u8cea\u554f\u306b\u5bfe\u3057\u3066\u691c\u7d22\u3055\u308c\u308b\u304b\u3001\u53d6\u5f97\u3057\u305f\u65ad\u7247\u304c\u751f\u6210\u7528 LLM \u3078\u6e21\u3055\u308c\u308b\u304b\u3001\u6587\u66f8\u306b\u5fe0\u5b9f\u306a\u56de\u7b54\u306b\u306a\u308b\u304b\u306f\u307e\u3060\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044\u3002\u6b21\u306e\u5bfe\u7167\u8a66\u9a13\u3067\u306f\u3001Knowledge \u3092\u63a5\u7d9a\u3057\u306a\u3044\u72b6\u614b\u3068\u63a5\u7d9a\u3057\u305f\u72b6\u614b\u3092\u6bd4\u8f03\u3057\u3001\u4fdd\u5b58\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u304c\u56de\u7b54\u7d4c\u8def\u3078\u5b9f\u969b\u306b\u4f7f\u308f\u308c\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

    \n

    8. \u5bfe\u7167\u8a66\u9a13\u306b\u3088\u3063\u3066 RAG \u306e\u6210\u7acb\u3092\u78ba\u8a8d\u3059\u308b<\/h2>\n

    8.1 \u8a66\u9a13\u6761\u4ef6\u3092\u56fa\u5b9a\u3059\u308b<\/h3>\n

    RAG \u306e\u6210\u7acb\u306f\u3001Knowledge \u3092\u63a5\u7d9a\u3057\u305f\u4f1a\u8a71\u3067\u6b63\u7b54\u304c\u4e00\u5ea6\u8fd4\u3063\u305f\u3060\u3051\u3067\u306f\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3002\u751f\u6210\u7528 LLM \u304c\u5076\u7136\u6b63\u3057\u3044\u5024\u3092\u751f\u6210\u3057\u305f\u53ef\u80fd\u6027\u3001\u76f4\u524d\u306e\u4f1a\u8a71\u5c65\u6b74\u304b\u3089\u60c5\u5831\u3092\u4fdd\u6301\u3057\u305f\u53ef\u80fd\u6027\u3001\u8cea\u554f\u6587\u306b\u542b\u307e\u308c\u308b\u8a9e\u304b\u3089\u63a8\u6e2c\u3057\u305f\u53ef\u80fd\u6027\u304c\u6b8b\u308b\u305f\u3081\u3067\u3042\u308b\u3002Knowledge \u3092\u63a5\u7d9a\u3057\u306a\u3044\u5bfe\u7167\u6761\u4ef6\u3068\u3001\u63a5\u7d9a\u3057\u305f\u8a66\u9a13\u6761\u4ef6\u3092\u540c\u3058\u30e2\u30c7\u30eb\u3001\u540c\u3058\u8cea\u554f\u3001\u540c\u3058\u751f\u6210\u8a2d\u5b9a\u3067\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n

    \u5404\u8a66\u9a13\u306f\u65b0\u3057\u3044\u4f1a\u8a71\u3067\u5b9f\u884c\u3059\u308b\u3002\u4e00\u3064\u306e\u4f1a\u8a71\u3067\u672c\u756a\u30dd\u30fc\u30c8\u3001\u7dca\u6025\u505c\u6b62\u3001\u5fa9\u65e7\u6761\u4ef6\u3092\u9806\u756a\u306b\u5c0b\u306d\u308b\u3068\u3001\u524d\u306e\u56de\u7b54\u3084\u51fa\u5178\u304c\u5f8c\u306e\u8cea\u554f\u3078\u6b8b\u308a\u3001Qdrant \u304b\u3089\u65b0\u305f\u306b\u53d6\u5f97\u3057\u305f\u60c5\u5831\u3068\u4f1a\u8a71\u5c65\u6b74\u304b\u3089\u518d\u5229\u7528\u3057\u305f\u60c5\u5831\u3092\u533a\u5225\u3067\u304d\u306a\u304f\u306a\u308b\u3002\u53b3\u5bc6\u306a\u78ba\u8a8d\u3067\u306f\u3001\u4e00\u554f\u3054\u3068\u306b\u4f1a\u8a71\u3092\u4f5c\u308a\u76f4\u3057\u3001Knowledge \u306e\u63a5\u7d9a\u72b6\u614b\u3060\u3051\u3092\u5909\u66f4\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
    \u56fa\u5b9a\u5bfe\u8c61<\/th>\n\u56fa\u5b9a\u3059\u308b\u5185\u5bb9<\/th>\n\u56fa\u5b9a\u3059\u308b\u7406\u7531<\/th>\n<\/tr>\n<\/thead>\n
    \u751f\u6210\u7528\u30e2\u30c7\u30eb<\/td>\nqwen3.5:9b-q4_K_M \u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u30e2\u30c7\u30eb\u5dee\u306b\u3088\u308b\u56de\u7b54\u5909\u5316\u3092\u691c\u7d22\u52b9\u679c\u3068\u6df7\u540c\u3057\u306a\u3044\u3002<\/td>\n<\/tr>\n
    \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb<\/td>\nembeddinggemma \u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u767b\u9332\u6642\u3068\u8cea\u554f\u6642\u306e\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3092\u4e00\u81f4\u3055\u305b\u308b\u3002<\/td>\n<\/tr>\n
    Knowledge<\/td>\nArgolet Operations \u306e\u672a\u63a5\u7d9a\u3068\u63a5\u7d9a\u3060\u3051\u3092\u5207\u308a\u66ff\u3048\u308b\u3002<\/td>\n\u56de\u7b54\u5dee\u3092 Knowledge \u306e\u6709\u7121\u3078\u5e30\u5c5e\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u4f1a\u8a71\u5c65\u6b74<\/td>\n\u5404\u8a66\u9a13\u3092\u65b0\u3057\u3044\u4f1a\u8a71\u3067\u5b9f\u884c\u3059\u308b\u3002<\/td>\n\u4ee5\u524d\u306e\u8cea\u554f\u3001\u56de\u7b54\u3001\u51fa\u5178\u304c\u5f8c\u7d9a\u8a66\u9a13\u3078\u6df7\u5165\u3059\u308b\u3053\u3068\u3092\u9632\u3050\u3002<\/td>\n<\/tr>\n
    \u8ffd\u52a0\u6a5f\u80fd<\/td>\n\u30a6\u30a7\u30d6\u691c\u7d22\u3001\u5916\u90e8\u30c4\u30fc\u30eb\u3001\u5225\u306e\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3092\u4f7f\u7528\u3057\u306a\u3044\u3002<\/td>\n\u56de\u7b54\u6839\u62e0\u3092 Argolet \u6587\u66f8\u3068\u751f\u6210\u7528 LLM \u306e\u5185\u90e8\u77e5\u8b58\u306b\u9650\u5b9a\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u8cea\u554f\u6587<\/td>\n\u672a\u63a5\u7d9a\u6642\u3068\u63a5\u7d9a\u6642\u306b\u540c\u3058\u6587\u5b57\u5217\u3092\u4f7f\u7528\u3059\u308b\u3002<\/td>\n\u8868\u73fe\u5dee\u306b\u3088\u308b\u691c\u7d22\u9806\u4f4d\u3084\u751f\u6210\u7d50\u679c\u306e\u5909\u5316\u3092\u9664\u5916\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8a66\u9a13\u524d\u306b\u306f\u3001Open WebUI \u306e\u30e2\u30c7\u30eb\u9078\u629e\u6b04\u306b\u6b63\u3057\u3044\u751f\u6210\u7528\u30e2\u30c7\u30eb\u304c\u8868\u793a\u3055\u308c\u3001Argolet Operations \u306b argolet.md \u304c\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002Qdrant \u306e\u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306b\u70b9\u304c\u5b58\u5728\u3057\u3001\u4ed8\u968f\u60c5\u5831\u306b 47821\u3001Lapis-7\u3001Rho-Blue \u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u3082\u524d\u7ae0\u306e\u624b\u9806\u3067\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3002<\/p>\n

    8.2 Knowledge \u3092\u63a5\u7d9a\u3057\u306a\u3044\u72b6\u614b\u3092\u5bfe\u7167\u6761\u4ef6\u3068\u3059\u308b<\/h3>\n

    \u65b0\u3057\u3044\u4f1a\u8a71\u3092\u4f5c\u6210\u3057\u3001qwen3.5:9b-q4_K_M \u3092\u9078\u629e\u3059\u308b\u3002Knowledge\u3001\u30d5\u30a1\u30a4\u30eb\u3001\u30a6\u30a7\u30d6\u691c\u7d22\u3001\u8ffd\u52a0\u30c4\u30fc\u30eb\u3092\u63a5\u7d9a\u305b\u305a\u3001\u6b21\u306e\u8cea\u554f\u3092\u305d\u306e\u307e\u307e\u5165\u529b\u3059\u308b\u3002<\/p>\n

    \n

    Argolet \u306e\u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8\u306f\u4f55\u756a\u3067\u3059\u304b\u3002<\/p>\n<\/div>\n

    Argolet \u306f\u691c\u8a3c\u7528\u306b\u4f5c\u6210\u3057\u305f\u67b6\u7a7a\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308a\u3001\u305d\u306e\u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8\u3092\u751f\u6210\u7528 LLM \u304c\u6b63\u5f53\u306b\u77e5\u308b\u7d4c\u8def\u306f\u306a\u3044\u3002\u671f\u5f85\u3059\u308b\u5fdc\u7b54\u306f\u3001\u300c\u60c5\u5831\u304c\u306a\u3044\u300d\u300c\u78ba\u8a8d\u3067\u304d\u306a\u3044\u300d\u300c\u6587\u66f8\u3092\u63d0\u793a\u3057\u3066\u307b\u3057\u3044\u300d\u3068\u3044\u3063\u305f\u56de\u7b54\u4fdd\u7559\u3067\u3042\u308b\u3002\u5225\u306e\u6570\u5024\u3092\u8fd4\u3057\u305f\u5834\u5408\u306f\u3001\u4e8b\u524d\u77e5\u8b58\u3067\u306f\u306a\u304f\u6839\u62e0\u306e\u306a\u3044\u88dc\u5b8c\u3068\u3057\u3066\u8a18\u9332\u3059\u308b\u3002<\/p>\n

    \u672a\u63a5\u7d9a\u72b6\u614b\u3067\u5076\u7136 47821 \u3068\u7b54\u3048\u308b\u53ef\u80fd\u6027\u3082\u7406\u8ad6\u4e0a\u306f\u6b8b\u308b\u3002\u305d\u306e\u5834\u5408\u3001\u6b63\u7b54\u3057\u305f\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3067 RAG \u306e\u6210\u7acb\u3092\u5224\u5b9a\u3067\u304d\u306a\u3044\u3002\u51fa\u5178\u304c\u306a\u304f\u3001\u767b\u9332\u6587\u66f8\u3082\u63a5\u7d9a\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u305d\u306e\u56de\u7b54\u306f\u6587\u66f8\u306b\u6839\u62e0\u3092\u6301\u305f\u306a\u3044\u5076\u7136\u306e\u4e00\u81f4\u3068\u3057\u3066\u6271\u3046\u3002<\/p>\n\n\n\n\n\n\n\n\n
    \u672a\u63a5\u7d9a\u6642\u306e\u56de\u7b54<\/th>\n\u5224\u5b9a<\/th>\n<\/tr>\n<\/thead>\n
    \u60c5\u5831\u4e0d\u8db3\u3068\u3057\u3066\u56de\u7b54\u3092\u4fdd\u7559\u3059\u308b<\/td>\n\u5bfe\u7167\u6761\u4ef6\u3068\u3057\u3066\u9069\u5207\u3067\u3042\u308b\u3002\u63a5\u7d9a\u5f8c\u306e\u6b63\u7b54\u3068\u306e\u5dee\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n
    47821 \u4ee5\u5916\u306e\u6570\u5024\u3092\u56de\u7b54\u3059\u308b<\/td>\n\u6839\u62e0\u306e\u306a\u3044\u88dc\u5b8c\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u3002\u63a5\u7d9a\u5f8c\u306b\u6587\u66f8\u3078\u5fe0\u5b9f\u306b\u306a\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    47821 \u3068\u56de\u7b54\u3059\u308b\u304c\u51fa\u5178\u304c\u306a\u3044<\/td>\n\u5076\u7136\u306e\u4e00\u81f4\u3067\u3042\u308a\u3001RAG \u306e\u6210\u529f\u3068\u306f\u6271\u308f\u306a\u3044\u3002<\/td>\n<\/tr>\n
    Argolet \u3092\u5225\u306e\u5b9f\u5728\u5bfe\u8c61\u3068\u3057\u3066\u8aac\u660e\u3059\u308b<\/td>\n\u56fa\u6709\u540d\u8a5e\u306e\u8aa4\u540c\u5b9a\u304c\u767a\u751f\u3057\u3066\u3044\u308b\u3002Knowledge \u63a5\u7d9a\u5f8c\u306b\u6587\u66f8\u5185\u5bb9\u3078\u7f6e\u304d\u63db\u308f\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u56de\u7b54\u5168\u6587\u3001\u4f7f\u7528\u30e2\u30c7\u30eb\u3001Knowledge \u304c\u672a\u63a5\u7d9a\u3067\u3042\u308b\u3053\u3068\u3001\u8a66\u9a13\u65e5\u6642\u3092\u8a18\u9332\u3059\u308b\u3002\u3053\u306e\u7d50\u679c\u306f\u3001Knowledge \u63a5\u7d9a\u5f8c\u306e\u56de\u7b54\u3068\u6bd4\u8f03\u3059\u308b\u305f\u3081\u306e\u57fa\u6e96\u3067\u3042\u308a\u3001\u672a\u63a5\u7d9a\u6642\u306e\u56de\u7b54\u54c1\u8cea\u305d\u306e\u3082\u306e\u3092\u8a55\u4fa1\u3059\u308b\u8a66\u9a13\u3067\u306f\u306a\u3044\u3002<\/p>\n

    8.3 Knowledge \u3092\u63a5\u7d9a\u3057\u3066\u540c\u4e00\u8cea\u554f\u3092\u884c\u3046<\/h3>\n

    \u5225\u306e\u65b0\u3057\u3044\u4f1a\u8a71\u3092\u4f5c\u6210\u3057\u3001\u540c\u3058 qwen3.5:9b-q4_K_M \u3092\u9078\u629e\u3059\u308b\u3002Argolet Operations \u3060\u3051\u3092\u63a5\u7d9a\u3057\u3001\u672a\u63a5\u7d9a\u6642\u3068\u540c\u3058\u8cea\u554f\u3092\u5165\u529b\u3059\u308b\u3002<\/p>\n

    \n

    Argolet \u306e\u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8\u306f\u4f55\u756a\u3067\u3059\u304b\u3002<\/p>\n<\/div>\n

    \u671f\u5f85\u3059\u308b\u56de\u7b54\u306f 47821 \u3067\u3042\u308b\u3002\u56de\u7b54\u306b\u51fa\u5178\u304c\u8868\u793a\u3055\u308c\u308b\u5834\u5408\u306f\u3001\u5358\u306b argolet.md \u306e\u540d\u524d\u304c\u8868\u793a\u3055\u308c\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u300cArgolet \u306e\u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8\u306f 47821 \u3067\u3042\u308b\u300d\u3068\u3044\u3046\u5bfe\u5fdc\u7b87\u6240\u304c\u691c\u7d22\u5019\u88dc\u3068\u3057\u3066\u53d6\u5f97\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

    \u540c\u3058\u30c1\u30e3\u30f3\u30af\u306b\u958b\u767a\u74b0\u5883\u306e 47822 \u3082\u542b\u307e\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u751f\u6210\u7528 LLM \u306f\u4e8c\u3064\u306e\u5024\u304b\u3089\u672c\u756a\u74b0\u5883\u306b\u5bfe\u5fdc\u3059\u308b\u5024\u3092\u9078\u3070\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u300247821 \u3092\u8fd4\u3057\u305f\u3060\u3051\u3067\u306a\u304f\u3001\u672c\u756a\u7528\u3068\u958b\u767a\u7528\u3092\u53d6\u308a\u9055\u3048\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u3001\u3053\u306e\u8cea\u554f\u306e\u5224\u5b9a\u5bfe\u8c61\u306b\u306a\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
    \u78ba\u8a8d\u5bfe\u8c61<\/th>\n\u6210\u529f\u6761\u4ef6<\/th>\n\u5931\u6557\u4f8b<\/th>\n<\/tr>\n<\/thead>\n
    \u691c\u7d22<\/td>\n\u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8\u3068 47821 \u3092\u542b\u3080\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u308b\u3002<\/td>\n\u7dca\u6025\u505c\u6b62\u3084\u5fa9\u65e7\u6761\u4ef6\u3060\u3051\u304c\u53d6\u5f97\u3055\u308c\u308b\u3002<\/td>\n<\/tr>\n
    \u6761\u4ef6\u8b58\u5225<\/td>\n\u672c\u756a\u7528\u306e 47821 \u3092\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u958b\u767a\u7528\u306e 47822 \u3092\u56de\u7b54\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6839\u62e0\u5fe0\u5b9f\u6027<\/td>\n\u6587\u66f8\u306b\u8a18\u8f09\u3055\u308c\u305f\u5024\u3060\u3051\u3092\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u5225\u306e\u30dd\u30fc\u30c8\u756a\u53f7\u3084\u672a\u8a18\u8f09\u306e\u63a5\u7d9a\u65b9\u5f0f\u3092\u8ffd\u52a0\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u51fa\u5178<\/td>\nargolet.md \u306e\u672c\u756a\u63a5\u7d9a\u90e8\u5206\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/td>\n\u51fa\u5178\u304c\u306a\u3044\u304b\u3001\u56de\u7b54\u3068\u7121\u95a2\u4fc2\u306a\u7b87\u6240\u3060\u3051\u304c\u8868\u793a\u3055\u308c\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u672a\u63a5\u7d9a\u6642\u306b\u306f\u56de\u7b54\u3092\u4fdd\u7559\u3057\u3001\u63a5\u7d9a\u6642\u306b\u306f\u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u3092\u51fa\u5178\u3068\u3057\u3066 47821 \u3092\u56de\u7b54\u3057\u305f\u5834\u5408\u3001Knowledge \u306e\u6709\u7121\u306b\u3088\u3063\u3066\u56de\u7b54\u304c\u5909\u5316\u3057\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u4e00\u554f\u3060\u3051\u3067\u306f\u3001\u5358\u7d14\u306a\u540d\u79f0\u3068\u6570\u5024\u306e\u691c\u7d22\u304c\u6210\u529f\u3057\u305f\u3053\u3068\u3057\u304b\u5206\u304b\u3089\u306a\u3044\u3002\u624b\u9806\u3001\u8907\u5408\u6761\u4ef6\u3001\u672a\u8a18\u8f09\u60c5\u5831\u306b\u3064\u3044\u3066\u3082\u8a66\u9a13\u3059\u308b\u3002<\/p>\n

    8.4 \u624b\u9806\u3068\u8907\u5408\u6761\u4ef6\u3092\u5225\u3005\u306b\u8a66\u9a13\u3059\u308b<\/h3>\n

    \u624b\u9806\u3068\u5fa9\u65e7\u6761\u4ef6\u306f\u3001\u305d\u308c\u305e\u308c\u65b0\u3057\u3044\u4f1a\u8a71\u3067\u8a66\u9a13\u3059\u308b\u3002\u4e21\u65b9\u306e\u8cea\u554f\u3092\u672c\u756a\u30dd\u30fc\u30c8\u306e\u4f1a\u8a71\u306b\u7d9a\u3051\u3066\u5165\u529b\u3059\u308b\u3068\u3001\u65e2\u306b\u53d6\u5f97\u3055\u308c\u305f Argolet \u6587\u66f8\u304c\u4f1a\u8a71\u5c65\u6b74\u3078\u6b8b\u308a\u3001\u8cea\u554f\u3054\u3068\u306e\u691c\u7d22\u7d50\u679c\u3092\u5224\u5b9a\u3057\u306b\u304f\u304f\u306a\u308b\u3002<\/p>\n\n\n\n\n\n\n
    \u8a66\u9a13<\/th>\n\u8cea\u554f<\/th>\n\u671f\u5f85\u3059\u308b\u56de\u7b54<\/th>\n\u78ba\u8a8d\u3059\u308b\u69cb\u9020<\/th>\n<\/tr>\n<\/thead>\n
    \u7dca\u6025\u505c\u6b62\u624b\u9806<\/td>\n\u7dca\u6025\u505c\u6b62\u6642\u306b\u4f7f\u7528\u3059\u308b\u624b\u9806\u540d\u3068\u3001\u6700\u521d\u306e\u4e8c\u5de5\u7a0b\u3092\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/td>\nLapis-7 \u624b\u9806\u3092\u4f7f\u7528\u3057\u3001\u63a5\u7d9a\u30ad\u30e5\u30fc\u3092\u505c\u6b62\u3057\u3066\u304b\u3089\u66f8\u304d\u8fbc\u307f\u51e6\u7406\u3092\u505c\u6b62\u3059\u308b\u3002<\/td>\n\u624b\u9806\u540d\u3060\u3051\u3067\u306a\u304f\u3001\u4e8c\u5de5\u7a0b\u306e\u5185\u5bb9\u3068\u9806\u5e8f\u304c\u540c\u3058\u30c1\u30e3\u30f3\u30af\u307e\u305f\u306f\u53d6\u5f97\u6587\u8108\u306b\u6b8b\u3063\u3066\u3044\u308b\u304b\u3002<\/td>\n<\/tr>\n
    \u5fa9\u65e7\u6761\u4ef6<\/td>\n\u5fa9\u65e7\u3092\u958b\u59cb\u3067\u304d\u308b\u76e3\u8996\u6761\u4ef6\u3092\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/td>\nRho-Blue \u304c 15 \u5206\u9593\u9023\u7d9a\u3057\u3066 0.20 \u672a\u6e80\u306b\u306a\u3063\u305f\u5834\u5408\u3060\u3051\u958b\u59cb\u3067\u304d\u308b\u3002<\/td>\n\u6307\u6a19\u540d\u3001\u95be\u5024\u3001\u7d99\u7d9a\u6642\u9593\u3001\u958b\u59cb\u53ef\u5426\u306e\u56db\u8981\u7d20\u3092\u6b20\u843d\u306a\u304f\u53d6\u5f97\u3067\u304d\u308b\u304b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u7dca\u6025\u505c\u6b62\u8a66\u9a13\u3067\u306f\u3001Lapis-7 \u3068\u3044\u3046\u540d\u79f0\u3060\u3051\u3092\u56de\u7b54\u3057\u3066\u3082\u5b8c\u5168\u306a\u6b63\u7b54\u3068\u306f\u3057\u306a\u3044\u3002\u300c\u63a5\u7d9a\u30ad\u30e5\u30fc\u3092\u505c\u6b62\u3059\u308b\u300d\u300c\u305d\u306e\u5f8c\u306b\u66f8\u304d\u8fbc\u307f\u51e6\u7406\u3092\u505c\u6b62\u3059\u308b\u300d\u3068\u3044\u3046\u4e8c\u5de5\u7a0b\u3068\u9806\u5e8f\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002\u64cd\u4f5c\u9806\u5e8f\u3092\u9006\u306b\u3057\u305f\u5834\u5408\u306f\u3001\u95a2\u9023\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3067\u304d\u3066\u3044\u3066\u3082\u3001\u751f\u6210\u6642\u306b\u56e0\u679c\u95a2\u4fc2\u3092\u4fdd\u6301\u3067\u304d\u306a\u304b\u3063\u305f\u3068\u5224\u5b9a\u3059\u308b\u3002<\/p>\n

    \u5fa9\u65e7\u6761\u4ef6\u3067\u306f\u3001Rho-Blue \u3068 0.20 \u672a\u6e80\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3042\u308b\u3002\u300c15 \u5206\u9593\u9023\u7d9a\u3057\u3066\u300d\u3068\u3044\u3046\u7d99\u7d9a\u6761\u4ef6\u3092\u6b20\u304f\u3068\u3001\u4e00\u6642\u7684\u306a\u95be\u5024\u4f4e\u4e0b\u3067\u3082\u5fa9\u65e7\u3092\u958b\u59cb\u3067\u304d\u308b\u3068\u3044\u3046\u5225\u306e\u898f\u5247\u306b\u306a\u308b\u3002\u56de\u7b54\u306e\u4e00\u90e8\u306b\u6b63\u3057\u3044\u8a9e\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3067\u306f\u306a\u304f\u3001\u904b\u7528\u5224\u65ad\u3092\u6c7a\u3081\u308b\u6761\u4ef6\u304c\u3059\u3079\u3066\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
    \u56de\u7b54\u72b6\u614b<\/th>\n\u624b\u9806\u8a66\u9a13\u306e\u5224\u5b9a<\/th>\n\u5fa9\u65e7\u6761\u4ef6\u8a66\u9a13\u306e\u5224\u5b9a<\/th>\n<\/tr>\n<\/thead>\n
    \u5168\u8981\u7d20\u304c\u6b63\u3057\u304f\u3001\u4f59\u5206\u306a\u88dc\u5b8c\u304c\u306a\u3044<\/td>\n\u5408\u683c<\/td>\n\u5408\u683c<\/td>\n<\/tr>\n
    \u4e3b\u8981\u306a\u540d\u79f0\u3060\u3051\u304c\u6b63\u3057\u3044<\/td>\n\u624b\u9806\u5185\u5bb9\u4e0d\u8db3<\/td>\n\u6761\u4ef6\u5185\u5bb9\u4e0d\u8db3<\/td>\n<\/tr>\n
    \u5fc5\u8981\u306a\u8981\u7d20\u306f\u3042\u308b\u304c\u9806\u5e8f\u307e\u305f\u306f\u7d99\u7d9a\u6761\u4ef6\u304c\u8aa4\u308b<\/td>\n\u624b\u9806\u95a2\u4fc2\u306e\u4fdd\u6301\u306b\u5931\u6557<\/td>\n\u6761\u4ef6\u95a2\u4fc2\u306e\u4fdd\u6301\u306b\u5931\u6557<\/td>\n<\/tr>\n
    \u6587\u66f8\u306b\u306a\u3044\u5de5\u7a0b\u307e\u305f\u306f\u6761\u4ef6\u3092\u8ffd\u52a0\u3059\u308b<\/td>\n\u6839\u62e0\u5916\u306e\u88dc\u5b8c<\/td>\n\u6839\u62e0\u5916\u306e\u88dc\u5b8c<\/td>\n<\/tr>\n
    \u7121\u95a2\u4fc2\u306a\u30c1\u30e3\u30f3\u30af\u3092\u51fa\u5178\u3068\u3059\u308b<\/td>\n\u691c\u7d22\u5931\u6557<\/td>\n\u691c\u7d22\u5931\u6557<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    8.5 \u8a00\u3044\u63db\u3048\u306b\u3088\u3063\u3066\u610f\u5473\u691c\u7d22\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

    \u5143\u6587\u66f8\u3068\u540c\u3058\u8a9e\u3092\u542b\u3080\u8cea\u554f\u3060\u3051\u3067\u306f\u3001\u610f\u5473\u691c\u7d22\u3067\u306f\u306a\u304f\u3001\u8868\u9762\u7684\u306a\u8a9e\u306e\u4e00\u81f4\u306b\u3088\u3063\u3066\u95a2\u9023\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u305f\u53ef\u80fd\u6027\u304c\u6b8b\u308b\u3002\u5225\u306e\u65b0\u3057\u3044\u4f1a\u8a71\u3067\u3001\u6587\u66f8\u306b\u306a\u3044\u8868\u73fe\u3078\u8a00\u3044\u63db\u3048\u3066\u8cea\u554f\u3059\u308b\u3002<\/p>\n

    \n

    \u969c\u5bb3\u5bfe\u5fdc\u5f8c\u3001\u30b5\u30fc\u30d3\u30b9\u3092\u518d\u958b\u3057\u3066\u3088\u3044\u3068\u5224\u65ad\u3059\u308b\u57fa\u6e96\u306f\u4f55\u3067\u3059\u304b\u3002<\/p>\n<\/div>\n

    \u6587\u66f8\u3067\u306f\u300c\u5fa9\u65e7\u3092\u958b\u59cb\u3067\u304d\u308b\u76e3\u8996\u6761\u4ef6\u300d\u3068\u8a18\u8ff0\u3057\u3066\u304a\u308a\u3001\u8cea\u554f\u3067\u306f\u300c\u30b5\u30fc\u30d3\u30b9\u3092\u518d\u958b\u3057\u3066\u3088\u3044\u3068\u5224\u65ad\u3059\u308b\u57fa\u6e96\u300d\u3068\u8868\u73fe\u3057\u3066\u3044\u308b\u3002\u671f\u5f85\u3059\u308b\u56de\u7b54\u306f\u3001Rho-Blue \u304c 15 \u5206\u9593\u9023\u7d9a\u3057\u3066 0.20 \u672a\u6e80\u306b\u306a\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n

    \u3053\u306e\u8cea\u554f\u3067\u5fa9\u65e7\u6761\u4ef6\u306e\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3067\u304d\u308c\u3070\u3001\u5b8c\u5168\u306a\u6587\u5b57\u5217\u4e00\u81f4\u3067\u306f\u306a\u304f\u3001\u8cea\u554f\u3068\u6587\u66f8\u306e\u610f\u5473\u7684\u306a\u8fd1\u3055\u3092\u4f7f\u3063\u3066\u691c\u7d22\u3067\u304d\u305f\u3068\u5224\u65ad\u3067\u304d\u308b\u3002\u53d6\u5f97\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u65e5\u672c\u8a9e\u8868\u73fe\u3078\u306e\u9069\u5408\u3001\u30c1\u30e3\u30f3\u30af\u672c\u6587\u3001\u53d6\u5f97\u4ef6\u6570\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

    \u8a00\u3044\u63db\u3048\u8a66\u9a13\u3067\u3082\u3001\u56de\u7b54\u3060\u3051\u3067\u5408\u5426\u3092\u6c7a\u3081\u306a\u3044\u3002\u6b63\u7b54\u3057\u3066\u3044\u3066\u3082\u3001\u51fa\u5178\u306b\u5fa9\u65e7\u6761\u4ef6\u306e\u30c1\u30e3\u30f3\u30af\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u751f\u6210\u7528 LLM \u304c\u4f1a\u8a71\u6587\u8108\u3084\u4e00\u822c\u7684\u306a\u969c\u5bb3\u5bfe\u5fdc\u306e\u77e5\u8b58\u304b\u3089\u63a8\u6e2c\u3057\u305f\u53ef\u80fd\u6027\u304c\u6b8b\u308b\u3002<\/p>\n

    8.6 \u6587\u66f8\u306b\u5b58\u5728\u3057\u306a\u3044\u60c5\u5831\u3092\u8cea\u554f\u3059\u308b<\/h3>\n

    \u5225\u306e\u65b0\u3057\u3044\u4f1a\u8a71\u3067 Argolet Operations \u3092\u63a5\u7d9a\u3057\u3001\u6587\u66f8\u306b\u8a18\u8f09\u3057\u3066\u3044\u306a\u3044\u60c5\u5831\u3092\u8cea\u554f\u3059\u308b\u3002<\/p>\n

    \n

    Argolet \u306e\u958b\u767a\u8cac\u4efb\u8005\u306f\u8ab0\u3067\u3059\u304b\u3002<\/p>\n<\/div>\n

    argolet.md \u306b\u306f\u958b\u767a\u8cac\u4efb\u8005\u540d\u3092\u8a18\u8f09\u3057\u3066\u3044\u306a\u3044\u3002\u671f\u5f85\u3059\u308b\u56de\u7b54\u306f\u3001\u300c\u6587\u66f8\u306b\u306f\u8a18\u8f09\u304c\u306a\u3044\u300d\u300c\u63d0\u4f9b\u3055\u308c\u305f\u60c5\u5831\u304b\u3089\u306f\u78ba\u8a8d\u3067\u304d\u306a\u3044\u300d\u3067\u3042\u308b\u3002\u7279\u5b9a\u306e\u4eba\u7269\u540d\u3092\u751f\u6210\u3057\u305f\u5834\u5408\u3001\u691c\u7d22\u7d50\u679c\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u751f\u6210\u7528 LLM \u304c\u6839\u62e0\u306e\u306a\u3044\u60c5\u5831\u3092\u88dc\u5b8c\u3057\u3066\u3044\u308b\u3002<\/p>\n

    \u3053\u306e\u8a66\u9a13\u3067\u306f\u3001\u6587\u66f8\u5185\u306e\u300c\u958b\u767a\u8cac\u4efb\u8005\u540d\u3092\u8a18\u8f09\u3057\u3066\u3044\u306a\u3044\u300d\u3068\u3044\u3046\u8a18\u8ff0\u304c\u53d6\u5f97\u3055\u308c\u308b\u3053\u3068\u3082\u78ba\u8a8d\u3059\u308b\u3002\u8a72\u5f53\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u3001\u56de\u7b54\u3082\u4fdd\u7559\u3057\u305f\u5834\u5408\u306f\u3001\u691c\u7d22\u3068\u751f\u6210\u306e\u4e21\u65b9\u304c\u671f\u5f85\u3069\u304a\u308a\u306b\u52d5\u4f5c\u3057\u3066\u3044\u308b\u3002\u8a72\u5f53\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3067\u304d\u305f\u306e\u306b\u4eba\u7269\u540d\u3092\u751f\u6210\u3057\u305f\u5834\u5408\u306f\u3001\u691c\u7d22\u3067\u306f\u306a\u304f\u56de\u7b54\u5fe0\u5b9f\u6027\u306e\u554f\u984c\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
    \u691c\u7d22\u7d50\u679c<\/th>\n\u56de\u7b54<\/th>\n\u5224\u5b9a<\/th>\n<\/tr>\n<\/thead>\n
    \u672a\u8a18\u8f09\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3059\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b<\/td>\n\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3068\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u5408\u683c\u3002\u60c5\u5831\u4e0d\u8db3\u3092\u6839\u62e0\u306b\u56de\u7b54\u3092\u4fdd\u7559\u3067\u304d\u3066\u3044\u308b\u3002<\/td>\n<\/tr>\n
    \u672a\u8a18\u8f09\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3059\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b<\/td>\n\u4eba\u7269\u540d\u3092\u751f\u6210\u3059\u308b\u3002<\/td>\n\u751f\u6210\u5931\u6557\u3002\u53d6\u5f97\u6587\u66f8\u3088\u308a\u4e8b\u524d\u77e5\u8b58\u307e\u305f\u306f\u63a8\u6e2c\u3092\u512a\u5148\u3057\u3066\u3044\u308b\u3002<\/td>\n<\/tr>\n
    \u7121\u95a2\u4fc2\u306a\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b<\/td>\n\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3068\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u56de\u7b54\u306f\u59a5\u5f53\u3060\u304c\u691c\u7d22\u306f\u4e0d\u5341\u5206\u3067\u3042\u308b\u3002<\/td>\n<\/tr>\n
    \u7121\u95a2\u4fc2\u306a\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b<\/td>\n\u4eba\u7269\u540d\u3092\u751f\u6210\u3059\u308b\u3002<\/td>\n\u691c\u7d22\u3068\u751f\u6210\u306e\u4e21\u65b9\u306b\u5931\u6557\u3057\u3066\u3044\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    RAG \u306e\u5b9f\u7528\u6027\u306f\u3001\u8a18\u8f09\u3055\u308c\u305f\u5024\u3078\u6b63\u7b54\u3067\u304d\u308b\u3053\u3068\u3060\u3051\u3067\u306f\u6c7a\u307e\u3089\u306a\u3044\u3002\u6587\u66f8\u306b\u306a\u3044\u60c5\u5831\u3092\u300c\u306a\u3044\u300d\u3068\u5224\u65ad\u3067\u304d\u306a\u3051\u308c\u3070\u3001\u5229\u7528\u8005\u306f\u6b63\u3057\u3044\u56de\u7b54\u3068\u4f5c\u308a\u51fa\u3055\u308c\u305f\u56de\u7b54\u3092\u533a\u5225\u3067\u304d\u306a\u3044\u3002\u672a\u8a18\u8f09\u60c5\u5831\u3078\u306e\u56de\u7b54\u4fdd\u7559\u306f\u3001\u6b63\u7b54\u8a66\u9a13\u3068\u540c\u3058\u91cd\u3055\u3067\u8a55\u4fa1\u3059\u308b\u3002<\/p>\n

    8.7 \u691c\u7d22\u7d50\u679c\u3068\u751f\u6210\u56de\u7b54\u3092\u5206\u3051\u3066\u5224\u5b9a\u3059\u308b<\/h3>\n

    Qdrant \u306f\u3001\u8cea\u554f\u304b\u3089\u751f\u6210\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u3068\u4fdd\u5b58\u6e08\u307f\u306e\u70b9\u3092\u8ddd\u96e2\u5c3a\u5ea6\u3067\u6bd4\u8f03\u3057\u3001\u8fd1\u3044\u70b9\u3092\u691c\u7d22\u7d50\u679c\u3068\u3057\u3066\u8fd4\u3059[33]<\/a>\u3002Open WebUI \u306f\u53d6\u5f97\u3057\u305f\u6587\u66f8\u65ad\u7247\u3092\u751f\u6210\u7528 LLM \u306e\u5165\u529b\u3078\u7d44\u307f\u8fbc\u307f\u3001\u6700\u7d42\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3002\u691c\u7d22\u3068\u751f\u6210\u306f\u9023\u7d9a\u3057\u3066\u3044\u308b\u304c\u3001\u5931\u6557\u539f\u56e0\u306f\u7570\u306a\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
    \u691c\u7d22\u7d50\u679c<\/th>\n\u56de\u7b54<\/th>\n\u5224\u5b9a<\/th>\n\u4e3b\u306a\u78ba\u8a8d\u5bfe\u8c61<\/th>\n<\/tr>\n<\/thead>\n
    \u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b<\/td>\n\u6587\u66f8\u3069\u304a\u308a\u306b\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u691c\u7d22\u304b\u3089\u751f\u6210\u307e\u3067\u306e\u57fa\u672c\u7d4c\u8def\u304c\u6210\u7acb\u3057\u3066\u3044\u308b\u3002<\/td>\n\u540c\u3058\u8a66\u9a13\u3092\u518d\u5b9f\u884c\u3057\u3001\u518d\u73fe\u6027\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b<\/td>\n\u5024\u3001\u6761\u4ef6\u3001\u9806\u5e8f\u3092\u8aa4\u308b\u3002<\/td>\n\u691c\u7d22\u306f\u6210\u529f\u3057\u3001\u751f\u6210\u304c\u5931\u6557\u3057\u3066\u3044\u308b\u3002<\/td>\n\u751f\u6210\u7528 LLM\u3001RAG \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3001\u53d6\u5f97\u6587\u8108\u91cf\u3001\u7af6\u5408\u3059\u308b\u8a18\u8ff0\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u306a\u3044<\/td>\n\u8aa4\u7b54\u307e\u305f\u306f\u56de\u7b54\u4e0d\u80fd\u306b\u306a\u308b\u3002<\/td>\n\u691c\u7d22\u7d4c\u8def\u304c\u5931\u6557\u3057\u3066\u3044\u308b\u3002<\/td>\n\u6587\u5b57\u62bd\u51fa\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u3001Knowledge \u63a5\u7d9a\u3001\u53d6\u5f97\u4ef6\u6570\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u306a\u3044<\/td>\n\u5076\u7136\u6b63\u7b54\u3059\u308b\u3002<\/td>\n\u6839\u62e0\u306b\u57fa\u3065\u304f\u56de\u7b54\u3067\u306f\u306a\u3044\u305f\u3081\u4e0d\u5408\u683c\u3068\u3059\u308b\u3002<\/td>\n\u4e8b\u524d\u77e5\u8b58\u3001\u4f1a\u8a71\u5c65\u6b74\u3001\u8cea\u554f\u5185\u306e\u624b\u639b\u304b\u308a\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u3068\u7121\u95a2\u4fc2\u306a\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b<\/td>\n\u6b63\u7b54\u3059\u308b\u3002<\/td>\n\u57fa\u672c\u56de\u7b54\u306f\u6210\u529f\u3057\u3066\u3044\u308b\u304c\u3001\u691c\u7d22\u7cbe\u5ea6\u306b\u6539\u5584\u4f59\u5730\u304c\u3042\u308b\u3002<\/td>\n\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3001\u53d6\u5f97\u4ef6\u6570\u3001\u985e\u4f3c\u65ad\u7247\u306e\u91cd\u8907\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b<\/td>\n\u6587\u66f8\u306b\u306a\u3044\u60c5\u5831\u3092\u8ffd\u52a0\u3059\u308b\u3002<\/td>\n\u6839\u62e0\u5fe0\u5b9f\u6027\u306b\u5931\u6557\u3057\u3066\u3044\u308b\u3002<\/td>\n\u56de\u7b54\u6307\u793a\u3068\u751f\u6210\u7528\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u51fa\u5178\u8868\u793a\u306f\u3001\u6587\u66f8\u304c\u56de\u7b54\u306b\u4f7f\u308f\u308c\u305f\u53ef\u80fd\u6027\u3092\u78ba\u8a8d\u3059\u308b\u624b\u639b\u304b\u308a\u3067\u3042\u308b\u3002\u51fa\u5178\u540d\u3060\u3051\u3067\u306a\u304f\u3001\u8868\u793a\u3055\u308c\u305f\u65ad\u7247\u306b\u8cea\u554f\u3078\u306e\u56de\u7b54\u3092\u6c7a\u3081\u308b\u5024\u3001\u6761\u4ef6\u3001\u9806\u5e8f\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u898b\u308b\u3002\u51fa\u5178\u306b\u5fc5\u8981\u306a\u6839\u62e0\u304c\u5b58\u5728\u3057\u306a\u3044\u306e\u306b\u6b63\u7b54\u3057\u305f\u5834\u5408\u306f\u3001RAG \u306b\u3088\u308b\u6b63\u7b54\u3068\u306f\u6271\u308f\u306a\u3044\u3002<\/p>\n

    \u691c\u7d22\u7d50\u679c\u304c\u6b63\u3057\u3044\u306e\u306b\u56de\u7b54\u304c\u8aa4\u308b\u5834\u5408\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3084\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5148\u306b\u5909\u66f4\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002\u691c\u7d22\u6bb5\u968e\u3067\u306f\u5fc5\u8981\u306a\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u3066\u3044\u308b\u305f\u3081\u3001\u751f\u6210\u7528 LLM \u3078\u6e21\u3055\u308c\u305f\u6587\u8108\u3001\u8907\u6570\u30c1\u30e3\u30f3\u30af\u9593\u306e\u7af6\u5408\u3001\u56de\u7b54\u6307\u793a\u3001\u30e2\u30c7\u30eb\u898f\u6a21\u3092\u78ba\u8a8d\u3059\u308b\u3002\u53cd\u5bfe\u306b\u3001\u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3067\u304d\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u751f\u6210\u7528 LLM \u3092\u5927\u304d\u304f\u3057\u3066\u3082\u6839\u62e0\u4e0d\u8db3\u306f\u89e3\u6d88\u3057\u306a\u3044\u3002<\/p>\n

    8.8 \u8a66\u9a13\u7d50\u679c\u3092\u5224\u5b9a\u8868\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b<\/h3>\n

    \u5404\u8a66\u9a13\u306b\u3064\u3044\u3066\u3001\u56de\u7b54\u6587\u3060\u3051\u3067\u306a\u304f\u3001Knowledge \u306e\u63a5\u7d9a\u72b6\u614b\u3001\u53d6\u5f97\u3055\u308c\u305f\u51fa\u5178\u3001\u5408\u5426\u3001\u5931\u6557\u6bb5\u968e\u3092\u8a18\u9332\u3059\u308b\u3002\u30e2\u30c7\u30eb\u3084 Open WebUI \u3092\u66f4\u65b0\u3057\u305f\u5f8c\u306b\u540c\u3058\u8cea\u554f\u3092\u518d\u5b9f\u884c\u3057\u3001\u691c\u7d22\u7d50\u679c\u3068\u56de\u7b54\u306e\u5909\u5316\u3092\u6bd4\u8f03\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
    \u8a66\u9a13 ID<\/th>\nKnowledge<\/th>\n\u8a66\u9a13\u5185\u5bb9<\/th>\n\u671f\u5f85\u7d50\u679c<\/th>\n\u5408\u683c\u6761\u4ef6<\/th>\n<\/tr>\n<\/thead>\n
    T0<\/td>\n\u672a\u63a5\u7d9a<\/td>\n\u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8\u3092\u8cea\u554f\u3059\u308b\u3002<\/td>\n\u60c5\u5831\u4e0d\u8db3\u3068\u3057\u3066\u56de\u7b54\u3092\u4fdd\u7559\u3059\u308b\u3002<\/td>\n\u6587\u66f8\u306b\u57fa\u3065\u304f\u6b63\u7b54\u3092\u88c5\u308f\u306a\u3044\u3002<\/td>\n<\/tr>\n
    T1<\/td>\n\u63a5\u7d9a<\/td>\n\u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8\u3092\u8cea\u554f\u3059\u308b\u3002<\/td>\n47821 \u3068\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u672c\u756a\u63a5\u7d9a\u306e\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u300147822 \u3068\u53d6\u308a\u9055\u3048\u306a\u3044\u3002<\/td>\n<\/tr>\n
    T2<\/td>\n\u63a5\u7d9a<\/td>\n\u7dca\u6025\u505c\u6b62\u624b\u9806\u3092\u8cea\u554f\u3059\u308b\u3002<\/td>\nLapis-7\u3001\u63a5\u7d9a\u30ad\u30e5\u30fc\u505c\u6b62\u3001\u66f8\u304d\u8fbc\u307f\u51e6\u7406\u505c\u6b62\u3092\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u624b\u9806\u540d\u3001\u4e8c\u5de5\u7a0b\u3001\u9806\u5e8f\u304c\u3059\u3079\u3066\u6b63\u3057\u3044\u3002<\/td>\n<\/tr>\n
    T3<\/td>\n\u63a5\u7d9a<\/td>\n\u5fa9\u65e7\u6761\u4ef6\u3092\u8cea\u554f\u3059\u308b\u3002<\/td>\nRho-Blue\u30010.20 \u672a\u6e80\u300115 \u5206\u9593\u9023\u7d9a\u3092\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u6307\u6a19\u3001\u95be\u5024\u3001\u7d99\u7d9a\u6642\u9593\u3092\u6b20\u843d\u3057\u306a\u3044\u3002<\/td>\n<\/tr>\n
    T4<\/td>\n\u63a5\u7d9a<\/td>\n\u5fa9\u65e7\u6761\u4ef6\u3092\u8a00\u3044\u63db\u3048\u3066\u8cea\u554f\u3059\u308b\u3002<\/td>\nT3 \u3068\u540c\u3058\u6761\u4ef6\u3092\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u6587\u66f8\u3068\u7570\u306a\u308b\u8868\u73fe\u3067\u3082\u5fa9\u65e7\u6761\u4ef6\u306e\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3059\u308b\u3002<\/td>\n<\/tr>\n
    T5<\/td>\n\u63a5\u7d9a<\/td>\n\u958b\u767a\u8cac\u4efb\u8005\u540d\u3092\u8cea\u554f\u3059\u308b\u3002<\/td>\n\u6587\u66f8\u304b\u3089\u306f\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3068\u56de\u7b54\u3059\u308b\u3002<\/td>\n\u4eba\u7269\u540d\u3092\u4f5c\u3089\u305a\u3001\u672a\u8a18\u8f09\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3059\u51fa\u5178\u3092\u53d6\u5f97\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8a66\u9a13\u8a18\u9332\u306b\u306f\u3001\u6b21\u306e\u60c5\u5831\u3092\u6b8b\u3059\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u8a18\u9332\u9805\u76ee<\/th>\n\u5185\u5bb9<\/th>\n<\/tr>\n<\/thead>\n
    \u5b9f\u884c\u65e5\u6642<\/td>\n\u8a66\u9a13\u3092\u884c\u3063\u305f\u65e5\u6642\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    Open WebUI<\/td>\n\u4f7f\u7528\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u30bf\u30b0\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    Qdrant<\/td>\n\u4f7f\u7528\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u30bf\u30b0\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u751f\u6210\u7528\u30e2\u30c7\u30eb<\/td>\n\u30e2\u30c7\u30eb\u540d\u3068\u91cf\u5b50\u5316\u30bf\u30b0\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb<\/td>\n\u767b\u9332\u6642\u3068\u8a66\u9a13\u6642\u306e\u30e2\u30c7\u30eb\u540d\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6587\u66f8<\/td>\nargolet.md \u306e SHA-256 \u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u691c\u7d22\u8a2d\u5b9a<\/td>\n\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3001\u91cd\u8907\u91cf\u3001\u53d6\u5f97\u4ef6\u6570\u3001\u6df7\u5408\u691c\u7d22\u306e\u6709\u7121\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u8cea\u554f<\/td>\n\u5165\u529b\u3057\u305f\u6587\u5b57\u5217\u3092\u7701\u7565\u305b\u305a\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u691c\u7d22\u7d50\u679c<\/td>\n\u8868\u793a\u3055\u308c\u305f\u51fa\u5178\u3068\u3001\u56de\u7b54\u306b\u5fc5\u8981\u306a\u65ad\u7247\u304c\u542b\u307e\u308c\u305f\u304b\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u56de\u7b54<\/td>\n\u751f\u6210\u3055\u308c\u305f\u56de\u7b54\u5168\u6587\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u5224\u5b9a<\/td>\n\u691c\u7d22\u3001\u5fe0\u5b9f\u6027\u3001\u5b8c\u5168\u6027\u3001\u56de\u7b54\u4fdd\u7559\u3092\u500b\u5225\u306b\u5224\u5b9a\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u4e00\u56de\u306e\u6210\u529f\u7d50\u679c\u3060\u3051\u3067\u306f\u3001\u69cb\u6210\u5909\u66f4\u5f8c\u3082\u540c\u3058\u6319\u52d5\u304c\u7d9a\u304f\u3053\u3068\u3092\u4fdd\u8a3c\u3067\u304d\u306a\u3044\u3002\u5c11\u306a\u304f\u3068\u3082 T1 \u304b\u3089 T5 \u3092\u518d\u5b9f\u884c\u3057\u3001\u6b63\u3057\u3044\u51fa\u5178\u3068\u56de\u7b54\u304c\u7e70\u308a\u8fd4\u3057\u5f97\u3089\u308c\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002\u7d50\u679c\u304c\u63fa\u308c\u308b\u5834\u5408\u306f\u3001\u540c\u3058\u8cea\u554f\u3067\u3082\u691c\u7d22\u9806\u4f4d\u307e\u305f\u306f\u751f\u6210\u7d50\u679c\u304c\u5909\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u6210\u529f\u7387\u3068\u5931\u6557\u5f62\u5f0f\u3092\u8a18\u9332\u3059\u308b\u3002<\/p>\n

    8.9 RAG \u306e\u5b8c\u6210\u6761\u4ef6\u3092\u78ba\u5b9a\u3059\u308b<\/h3>\n

    \u672c\u69cb\u6210\u306b\u304a\u3051\u308b RAG \u306e\u5b8c\u6210\u6761\u4ef6\u306f\u3001Open WebUI \u306e\u753b\u9762\u3067 Knowledge \u3092\u9078\u629e\u3067\u304d\u308b\u3053\u3068\u3067\u3082\u3001Qdrant \u306b\u70b9\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3067\u3082\u306a\u3044\u3002Knowledge \u3092\u63a5\u7d9a\u3057\u306a\u3044\u72b6\u614b\u3067\u306f\u7b54\u3048\u3089\u308c\u306a\u3044\u56fa\u6709\u60c5\u5831\u306b\u3064\u3044\u3066\u3001\u63a5\u7d9a\u5f8c\u306b\u306f\u8cea\u554f\u306b\u5bfe\u5fdc\u3059\u308b\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u3001\u305d\u306e\u30c1\u30e3\u30f3\u30af\u306b\u542b\u307e\u308c\u308b\u5024\u3001\u624b\u9806\u3001\u6761\u4ef6\u3060\u3051\u3092\u4f7f\u3063\u3066\u56de\u7b54\u3067\u304d\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
    \u5b8c\u6210\u6761\u4ef6<\/th>\n\u78ba\u8a8d\u5185\u5bb9<\/th>\n<\/tr>\n<\/thead>\n
    \u5bfe\u7167\u5dee<\/td>\nKnowledge \u672a\u63a5\u7d9a\u6642\u3068\u63a5\u7d9a\u6642\u3067\u3001\u6839\u62e0\u306e\u6709\u7121\u306b\u5bfe\u5fdc\u3057\u305f\u56de\u7b54\u5dee\u304c\u73fe\u308c\u308b\u3002<\/td>\n<\/tr>\n
    \u691c\u7d22\u9069\u5408<\/td>\n\u8cea\u554f\u306b\u5fc5\u8981\u306a\u5024\u3001\u624b\u9806\u3001\u6761\u4ef6\u3092\u542b\u3080\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u308b\u3002<\/td>\n<\/tr>\n
    \u6761\u4ef6\u4fdd\u6301<\/td>\n\u5bfe\u8c61\u74b0\u5883\u3001\u5de5\u7a0b\u9806\u5e8f\u3001\u95be\u5024\u3001\u7d99\u7d9a\u6642\u9593\u3092\u6b20\u843d\u3055\u305b\u306a\u3044\u3002<\/td>\n<\/tr>\n
    \u6839\u62e0\u5fe0\u5b9f\u6027<\/td>\n\u53d6\u5f97\u6587\u66f8\u306b\u306a\u3044\u6570\u5024\u3001\u4eba\u7269\u3001\u5de5\u7a0b\u3001\u6761\u4ef6\u3092\u8ffd\u52a0\u3057\u306a\u3044\u3002<\/td>\n<\/tr>\n
    \u56de\u7b54\u4fdd\u7559<\/td>\n\u6587\u66f8\u306b\u5b58\u5728\u3057\u306a\u3044\u60c5\u5831\u306b\u3064\u3044\u3066\u3001\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3068\u56de\u7b54\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u518d\u73fe\u6027<\/td>\n\u65b0\u3057\u3044\u4f1a\u8a71\u3067\u540c\u3058\u8a66\u9a13\u3092\u884c\u3063\u3066\u3082\u3001\u540c\u3058\u6839\u62e0\u3068\u7d50\u8ad6\u3092\u5f97\u3089\u308c\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u672a\u63a5\u7d9a\u6642\u306b\u306f Argolet \u3092\u77e5\u3089\u305a\u3001\u63a5\u7d9a\u6642\u306b\u306f 47821\u3001Lapis-7\u3001Rho-Blue \u306e\u5fa9\u65e7\u6761\u4ef6\u3092\u6587\u66f8\u3069\u304a\u308a\u306b\u56de\u7b54\u3057\u3001\u672a\u8a18\u8f09\u306e\u958b\u767a\u8cac\u4efb\u8005\u540d\u306b\u3064\u3044\u3066\u56de\u7b54\u3092\u4fdd\u7559\u3067\u304d\u308c\u3070\u3001\u767b\u9332\u7d4c\u8def\u3001\u691c\u7d22\u7d4c\u8def\u3001\u751f\u6210\u7d4c\u8def\u304c\u4e00\u7d9a\u304d\u306b\u6210\u7acb\u3057\u3066\u3044\u308b\u3002\u3053\u3053\u3067\u78ba\u8a8d\u3055\u308c\u305f\u306e\u306f\u3001\u30e2\u30c7\u30eb\u304c\u6587\u66f8\u3092\u8a18\u61b6\u3057\u305f\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u8cea\u554f\u306e\u305f\u3073\u306b\u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u3092 Qdrant \u304b\u3089\u53d6\u5f97\u3057\u3001\u305d\u306e\u7bc4\u56f2\u5185\u3067\u56de\u7b54\u3092\u69cb\u6210\u3067\u304d\u308b\u30ed\u30fc\u30ab\u30eb RAG \u306e\u51e6\u7406\u7d4c\u8def\u3067\u3042\u308b\u3002<\/p>\n

    \n

    9. \u691c\u7d22\u7cbe\u5ea6\u3092\u6587\u5b57\u62bd\u51fa\u3001\u5206\u5272\u3001\u691c\u7d22\u3001\u751f\u6210\u306b\u5206\u3051\u3066\u8abf\u6574\u3059\u308b<\/h2>\n

    9.1 \u57fa\u6e96\u69cb\u6210\u3092\u56fa\u5b9a\u3057\u3066\u4e00\u9805\u76ee\u305a\u3064\u5909\u66f4\u3059\u308b<\/h3>\n

    RAG \u306e\u56de\u7b54\u304c\u4e0d\u6b63\u78ba\u306a\u5834\u5408\u3001\u751f\u6210\u7528 LLM\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3001\u91cd\u8907\u91cf\u3001\u53d6\u5f97\u4ef6\u6570\u3092\u540c\u6642\u306b\u5909\u66f4\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002\u56de\u7b54\u304c\u6539\u5584\u3057\u3066\u3082\u3001\u3069\u306e\u5909\u66f4\u304c\u6709\u52b9\u3060\u3063\u305f\u306e\u304b\u3092\u7279\u5b9a\u3067\u304d\u305a\u3001\u5225\u306e\u6587\u66f8\u3067\u540c\u3058\u8abf\u6574\u3092\u518d\u73fe\u3067\u304d\u306a\u3044\u305f\u3081\u3067\u3042\u308b\u3002<\/p>\n

    \u8abf\u6574\u524d\u306b\u3001\u7b2c 8 \u7ae0\u306e T1 \u304b\u3089 T5 \u3092\u57fa\u6e96\u8a66\u9a13\u3068\u3057\u3066\u5b9f\u884c\u3057\u3001\u8cea\u554f\u3001\u53d6\u5f97\u3055\u308c\u305f\u51fa\u5178\u3001\u56de\u7b54\u3001\u5408\u5426\u3092\u4fdd\u5b58\u3059\u308b\u3002\u305d\u306e\u3046\u3048\u3067\u4e00\u3064\u306e\u8a2d\u5b9a\u3060\u3051\u3092\u5909\u66f4\u3057\u3001Knowledge \u3092\u518d\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u304b\u3092\u5224\u65ad\u3057\u3066\u304b\u3089\u3001\u540c\u3058\u8a66\u9a13\u3092\u7e70\u308a\u8fd4\u3059\u3002<\/p>\n

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    <\/div><\/td>
    \u539f\u6587
    \n  \u2193
    \n\u6587\u5b57\u62bd\u51fa
    \n  \u2193
    \n\u898b\u51fa\u3057\u51e6\u7406\u3068\u30c1\u30e3\u30f3\u30af\u5206\u5272
    \n  \u2193
    \n\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u751f\u6210
    \n  \u2193
    \nQdrant \u3078\u4fdd\u5b58
    \n  \u2193
    \n\u8cea\u554f\u306b\u5bfe\u3059\u308b\u985e\u4f3c\u691c\u7d22
    \n  \u2193
    \n\u53d6\u5f97\u30c1\u30e3\u30f3\u30af\u3092\u751f\u6210\u5165\u529b\u3078\u8ffd\u52a0
    \n  \u2193
    \n\u751f\u6210\u7528 LLM \u304c\u56de\u7b54
    \n  \u2193
    \n\u51fa\u5178\u3068\u56de\u7b54\u3092\u500b\u5225\u306b\u8a55\u4fa1<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n\n\n\n\n\n\n\n\n\n\n\n
    \u5909\u66f4\u5bfe\u8c61<\/th>\n\u5909\u5316\u3059\u308b\u51e6\u7406<\/th>\n\u518d\u7d22\u5f15<\/th>\n\u6bd4\u8f03\u5bfe\u8c61<\/th>\n<\/tr>\n<\/thead>\n
    \u6587\u66f8\u672c\u6587<\/td>\n\u62bd\u51fa\u5bfe\u8c61\u3001\u30c1\u30e3\u30f3\u30af\u672c\u6587\u3001\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u304c\u5909\u308f\u308b\u3002<\/td>\n\u5fc5\u8981<\/td>\n\u5909\u66f4\u524d\u5f8c\u306e\u539f\u6587\u3001\u70b9\u6570\u3001\u4ed8\u968f\u60c5\u5831\u3001\u691c\u7d22\u7d50\u679c\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6587\u5b57\u62bd\u51fa\u6a5f\u69cb<\/td>\n\u62bd\u51fa\u3055\u308c\u308b\u672c\u6587\u3068\u8aad\u307f\u9806\u304c\u5909\u308f\u308b\u3002<\/td>\n\u5fc5\u8981<\/td>\n\u56fa\u6709\u6587\u5b57\u5217\u3001\u8868\u306e\u5217\u95a2\u4fc2\u3001\u6bb5\u843d\u9806\u5e8f\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3001\u91cd\u8907\u91cf\u3001\u5206\u5272\u65b9\u5f0f<\/td>\n\u691c\u7d22\u5358\u4f4d\u3068\u30d9\u30af\u30c8\u30eb\u6570\u304c\u5909\u308f\u308b\u3002<\/td>\n\u5fc5\u8981<\/td>\n\u70b9\u6570\u3001\u5404\u30c1\u30e3\u30f3\u30af\u306e\u672c\u6587\u3001\u691c\u7d22\u9806\u4f4d\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb<\/td>\n\u6587\u66f8\u3068\u8cea\u554f\u3092\u914d\u7f6e\u3059\u308b\u610f\u5473\u7a7a\u9593\u304c\u5909\u308f\u308b\u3002<\/td>\n\u5fc5\u8981<\/td>\n\u30d9\u30af\u30c8\u30eb\u6b21\u5143\u3001\u691c\u7d22\u9806\u4f4d\u3001\u8a00\u3044\u63db\u3048\u8a66\u9a13\u306e\u7d50\u679c\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u53d6\u5f97\u4ef6\u6570<\/td>\n\u751f\u6210\u7528 LLM \u3078\u6e21\u3059\u30c1\u30e3\u30f3\u30af\u6570\u304c\u5909\u308f\u308b\u3002<\/td>\n\u4e0d\u8981<\/td>\n\u5fc5\u8981\u306a\u6839\u62e0\u306e\u53d6\u5f97\u7387\u3001\u7121\u95a2\u4fc2\u306a\u65ad\u7247\u3001\u5165\u529b\u6587\u8108\u91cf\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/td>\n<\/tr>\n
    RAG \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8<\/td>\n\u53d6\u5f97\u30c1\u30e3\u30f3\u30af\u3092\u751f\u6210\u7528 LLM \u3078\u6e21\u3059\u6307\u793a\u304c\u5909\u308f\u308b\u3002<\/td>\n\u4e0d\u8981<\/td>\n\u6b63\u3057\u3044\u6839\u62e0\u3092\u53d6\u5f97\u3057\u305f\u5834\u5408\u306e\u56de\u7b54\u5fe0\u5b9f\u6027\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u751f\u6210\u7528 LLM\u3001\u6e29\u5ea6<\/td>\n\u540c\u3058\u53d6\u5f97\u6587\u8108\u304b\u3089\u751f\u6210\u3055\u308c\u308b\u56de\u7b54\u304c\u5909\u308f\u308b\u3002<\/td>\n\u4e0d\u8981<\/td>\n\u6839\u62e0\u5fe0\u5b9f\u6027\u3001\u56de\u7b54\u4fdd\u7559\u3001\u518d\u73fe\u6027\u3001\u5fdc\u7b54\u901f\u5ea6\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u6700\u521d\u306b\u5909\u66f4\u3059\u308b\u306e\u306f\u3001\u6700\u7d42\u56de\u7b54\u304b\u3089\u6700\u3082\u9060\u3044\u751f\u6210\u8a2d\u5b9a\u3067\u306f\u306a\u304f\u3001\u51e6\u7406\u7d4c\u8def\u306e\u4e0a\u6d41\u306b\u3042\u308b\u6587\u5b57\u62bd\u51fa\u3067\u3042\u308b\u3002\u4e0a\u6d41\u3067\u5931\u308f\u308c\u305f\u60c5\u5831\u306f\u3001\u4e0b\u6d41\u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3084\u751f\u6210\u7528 LLM\u3092\u5909\u66f4\u3057\u3066\u3082\u5fa9\u5143\u3067\u304d\u306a\u3044\u3002\u62bd\u51fa\u7d50\u679c\u304c\u6b63\u3057\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u3001\u5206\u5272\u3001\u691c\u7d22\u3001\u751f\u6210\u306e\u9806\u306b\u9032\u3080\u3002<\/p>\n

    9.2 \u539f\u6587\u3068\u62bd\u51fa\u7d50\u679c\u306e\u4e00\u81f4\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

    \u6587\u66f8\u306b\u7b54\u3048\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u306e\u306b\u691c\u7d22\u7d50\u679c\u3078\u73fe\u308c\u306a\u3044\u5834\u5408\u3001\u6700\u521d\u306b\u5fc5\u8981\u306a\u6587\u5b57\u5217\u304c\u62bd\u51fa\u3055\u308c\u305f\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002\u753b\u50cf\u3060\u3051\u306e PDF\u3001\u8907\u96d1\u306a\u6bb5\u7d44\u307f\u3001\u8868\u3001\u30d8\u30c3\u30c0\u30fc\u3068\u30d5\u30c3\u30bf\u30fc\u3092\u6301\u3064\u6587\u66f8\u3067\u306f\u3001\u753b\u9762\u4e0a\u306b\u60c5\u5831\u304c\u898b\u3048\u3066\u3044\u3066\u3082\u3001\u62bd\u51fa\u7d50\u679c\u304b\u3089\u6b20\u843d\u3057\u305f\u308a\u3001\u8aad\u307f\u9806\u304c\u5d29\u308c\u305f\u308a\u3059\u308b\u3002<\/p>\n

    Open WebUI \u306e\u6587\u66f8\u8868\u793a\u307e\u305f\u306f\u53d6\u5f97\u3057\u305f Qdrant \u306e\u4ed8\u968f\u60c5\u5831\u304b\u3089\u3001\u8cea\u554f\u3078\u306e\u56de\u7b54\u306b\u5fc5\u8981\u306a\u6587\u5b57\u5217\u3092\u78ba\u8a8d\u3059\u308b\u3002Argolet \u306e\u691c\u8a3c\u3067\u306f\u3001\u5c11\u306a\u304f\u3068\u3082\u6b21\u306e\u5bfe\u5fdc\u95a2\u4fc2\u304c\u6587\u5b57\u5217\u3068\u3057\u3066\u6b8b\u3063\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
    \u8cea\u554f\u5bfe\u8c61<\/th>\n\u62bd\u51fa\u7d50\u679c\u306b\u5fc5\u8981\u306a\u6587\u5b57\u5217<\/th>\n\u6587\u5b57\u5217\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u306a\u6761\u4ef6<\/th>\n<\/tr>\n<\/thead>\n
    \u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8<\/td>\nArgolet\u3001\u672c\u756a\u300147821<\/td>\n\u958b\u767a\u74b0\u5883\u306e 47822 \u3068\u5bfe\u8c61\u74b0\u5883\u3092\u533a\u5225\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n
    \u7dca\u6025\u505c\u6b62<\/td>\nLapis-7\u3001\u63a5\u7d9a\u30ad\u30e5\u30fc\u3001\u66f8\u304d\u8fbc\u307f\u51e6\u7406<\/td>\n\u4e8c\u3064\u306e\u5de5\u7a0b\u306e\u9806\u5e8f\u304c\u4fdd\u6301\u3055\u308c\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n
    \u5fa9\u65e7\u6761\u4ef6<\/td>\nRho-Blue\u30010.20 \u672a\u6e80\u300115 \u5206\u9593<\/td>\n\u4e00\u6642\u7684\u306a\u4f4e\u4e0b\u3067\u306f\u306a\u304f\u3001\u9023\u7d9a\u6761\u4ef6\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n
    \u958b\u767a\u8cac\u4efb\u8005<\/td>\n\u8a18\u8f09\u3057\u3066\u3044\u306a\u3044\u3001\u5224\u65ad\u3067\u304d\u306a\u3044<\/td>\n\u4eba\u7269\u540d\u304c\u5b58\u5728\u3057\u306a\u3044\u3053\u3068\u81ea\u4f53\u3092\u6839\u62e0\u3068\u3057\u3066\u53d6\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u62bd\u51fa\u7d50\u679c\u306b\u5fc5\u8981\u306a\u6587\u5b57\u5217\u304c\u5b58\u5728\u3057\u306a\u3044\u5834\u5408\u306f\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3084\u53d6\u5f97\u4ef6\u6570\u3092\u5909\u66f4\u3057\u306a\u3044\u3002\u540c\u3058\u5185\u5bb9\u3092 Markdown \u3078\u79fb\u3057\u3001Markdown \u3067\u306f\u691c\u7d22\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002Markdown \u3067\u6210\u529f\u3057\u3001\u5143\u306e PDF \u3067\u5931\u6557\u3059\u308b\u5834\u5408\u3001RAG \u5168\u4f53\u3067\u306f\u306a\u304f\u6587\u66f8\u62bd\u51fa\u304c\u539f\u56e0\u3067\u3042\u308b\u3002<\/p>\n

    1
    2
    3
    4
    5
    6
    7
    8
    9
    <\/div><\/td>
    \u5143\u306e PDF \u3067\u306f\u5931\u6557
    \n  \u2193
    \n\u540c\u3058\u5185\u5bb9\u3092 Markdown \u3068\u3057\u3066\u767b\u9332
    \n  \u2193
    \nMarkdown \u3067\u306f\u6210\u529f
    \n  \u2193
    \n\u57cb\u3081\u8fbc\u307f\u3001Qdrant\u3001\u691c\u7d22\u3001\u751f\u6210\u306e\u57fa\u672c\u7d4c\u8def\u306f\u6210\u7acb
    \n  \u2193
    \nPDF \u306e\u6587\u5b57\u5c64\u3001\u8aad\u307f\u9806\u3001\u8868\u69cb\u9020\u3001\u62bd\u51fa\u6a5f\u69cb\u3092\u8abf\u6574<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u6587\u5b57\u5217\u304c\u5b58\u5728\u3057\u3066\u3044\u3066\u3082\u3001\u8868\u306e\u5217\u95a2\u4fc2\u3084\u624b\u9806\u306e\u9806\u5e8f\u304c\u5d29\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u691c\u7d22\u7528\u6587\u66f8\u3068\u3057\u3066\u5341\u5206\u3067\u306f\u306a\u3044\u3002\u4f4d\u7f6e\u95a2\u4fc2\u306b\u4f9d\u5b58\u3059\u308b\u60c5\u5831\u306f\u3001\u5224\u65ad\u5bfe\u8c61\u3068\u5024\u306e\u5bfe\u5fdc\u3092\u6587\u7ae0\u3068\u3057\u3066\u660e\u793a\u3059\u308b\u3002\u62bd\u51fa\u6a5f\u69cb\u306e\u9ad8\u5ea6\u5316\u3088\u308a\u3001\u691c\u7d22\u306b\u5fc5\u8981\u306a\u95a2\u4fc2\u3092\u88dc\u52a9 Markdown \u3068\u3057\u3066\u4f5c\u6210\u3059\u308b\u65b9\u304c\u518d\u73fe\u6027\u3092\u78ba\u4fdd\u3057\u3084\u3059\u3044\u5834\u5408\u3082\u3042\u308b\u3002<\/p>\n

    9.3 \u691c\u7d22\u53ef\u80fd\u306a\u30c1\u30e3\u30f3\u30af\u672c\u6587\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3059\u308b<\/h3>\n

    \u6587\u5b57\u62bd\u51fa\u304c\u6b63\u3057\u304f\u3066\u3082\u3001\u5206\u5272\u5f8c\u306e\u30c1\u30e3\u30f3\u30af\u304c\u5358\u72ec\u3067\u610f\u5473\u3092\u6301\u305f\u306a\u3051\u308c\u3070\u3001\u5b89\u5b9a\u3057\u305f\u691c\u7d22\u306f\u3067\u304d\u306a\u3044\u3002Open WebUI \u3067\u306f\u3001Markdown \u898b\u51fa\u3057\u5206\u5272\u3092\u6709\u52b9\u306b\u3059\u308b\u3068\u898b\u51fa\u3057\u5358\u4f4d\u3067\u524d\u51e6\u7406\u3057\u305f\u5f8c\u3001\u6587\u5b57\u307e\u305f\u306f\u30c8\u30fc\u30af\u30f3\u306b\u3088\u308b\u901a\u5e38\u306e\u5206\u5272\u3092\u884c\u3046\u3002\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u306f\u3001RAG_TEXT_SPLITTER=character \u306e\u5834\u5408\u306f\u6587\u5b57\u6570\u3001token \u306e\u5834\u5408\u306f\u30c8\u30fc\u30af\u30f3\u6570\u3068\u3057\u3066\u6271\u308f\u308c\u308b[34]<\/a>\u3002<\/p>\n

    \u672c\u69cb\u6210\u3067\u306f\u6587\u5b57\u5206\u5272\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001CHUNK_SIZE=1000 \u306f\u6700\u5927 1000 \u6587\u5b57\u3092\u610f\u5473\u3059\u308b\u3002Open WebUI \u306e\u753b\u9762\u307e\u305f\u306f Qdrant \u306e\u4ed8\u968f\u60c5\u5831\u304b\u3089\u3001\u53d6\u5f97\u5bfe\u8c61\u3068\u306a\u308b\u30c1\u30e3\u30f3\u30af\u672c\u6587\u3092\u78ba\u8a8d\u3057\u3001\u8cea\u554f\u3078\u306e\u56de\u7b54\u306b\u5fc5\u8981\u306a\u8981\u7d20\u304c\u540c\u3058\u610f\u5473\u5358\u4f4d\u3078\u6b8b\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
    \u30c1\u30e3\u30f3\u30af\u672c\u6587\u306e\u72b6\u614b<\/th>\n\u691c\u7d22\u307e\u305f\u306f\u751f\u6210\u3078\u306e\u5f71\u97ff<\/th>\n\u8abf\u6574\u65b9\u5411<\/th>\n<\/tr>\n<\/thead>\n
    \u4e3b\u8a9e\u3068\u5024\u304c\u5225\u306e\u30c1\u30e3\u30f3\u30af\u3078\u5206\u304b\u308c\u3066\u3044\u308b<\/td>\n47821 \u3092\u53d6\u5f97\u3057\u3066\u3082\u3001\u4f55\u306e\u5024\u304b\u3092\u78ba\u5b9a\u3067\u304d\u306a\u3044\u3002<\/td>\n\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3092\u5e83\u3052\u308b\u304b\u3001\u539f\u6587\u306e\u4e00\u6587\u5185\u3078\u4e3b\u8a9e\u3068\u5024\u3092\u307e\u3068\u3081\u308b\u3002<\/td>\n<\/tr>\n
    \u6761\u4ef6\u3068\u4f8b\u5916\u304c\u5225\u306e\u30c1\u30e3\u30f3\u30af\u3078\u5206\u304b\u308c\u3066\u3044\u308b<\/td>\n\u95be\u5024\u3060\u3051\u3092\u53d6\u5f97\u3057\u300115 \u5206\u9593\u306e\u9023\u7d9a\u6761\u4ef6\u3092\u6b20\u843d\u3055\u305b\u308b\u3002<\/td>\n\u6761\u4ef6\u3092\u4e00\u6bb5\u843d\u3078\u307e\u3068\u3081\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30b5\u30a4\u30ba\u307e\u305f\u306f\u91cd\u8907\u91cf\u3092\u5897\u3084\u3059\u3002<\/td>\n<\/tr>\n
    \u8907\u6570\u306e\u5bfe\u8c61\u3068\u6570\u5024\u304c\u4e00\u3064\u306e\u30c1\u30e3\u30f3\u30af\u3078\u6df7\u5728\u3057\u3066\u3044\u308b<\/td>\n\u672c\u756a\u306e 47821 \u3068\u958b\u767a\u306e 47822 \u3092\u53d6\u308a\u9055\u3048\u3084\u3059\u304f\u306a\u308b\u3002<\/td>\n\u898b\u51fa\u3057\u307e\u305f\u306f\u6bb5\u843d\u3092\u5206\u3051\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3092\u7e2e\u5c0f\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u898b\u51fa\u3057\u3060\u3051\u306e\u6975\u7aef\u306b\u77ed\u3044\u30c1\u30e3\u30f3\u30af\u304c\u3042\u308b<\/td>\n\u57cb\u3081\u8fbc\u307f\u306b\u5fc5\u8981\u306a\u610f\u5473\u60c5\u5831\u304c\u4e0d\u8db3\u3057\u3001\u691c\u7d22\u5019\u88dc\u3092\u6d88\u8cbb\u3059\u308b\u3002<\/td>\n\u898b\u51fa\u3057\u76f4\u4e0b\u306b\u5bfe\u8c61\u3068\u8981\u70b9\u3092\u8a18\u8ff0\u3057\u3001\u77ed\u3044\u65ad\u7247\u3092\u96a3\u63a5\u672c\u6587\u3078\u7d71\u5408\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u540c\u3058\u6587\u7ae0\u304c\u8907\u6570\u30c1\u30e3\u30f3\u30af\u3078\u5927\u91cf\u306b\u91cd\u8907\u3057\u3066\u3044\u308b<\/td>\n\u53d6\u5f97\u4e0a\u4f4d\u3092\u985e\u4f3c\u65ad\u7247\u304c\u5360\u3081\u3001\u5225\u306e\u6839\u62e0\u3092\u53d6\u5f97\u3067\u304d\u306a\u304f\u306a\u308b\u3002<\/td>\n\u91cd\u8907\u91cf\u3092\u6e1b\u3089\u3059\u304b\u3001\u539f\u6587\u5185\u306e\u91cd\u8907\u8a18\u8ff0\u3092\u6574\u7406\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u691c\u7d22\u306b\u5931\u6557\u3057\u305f\u8cea\u554f\u306b\u3064\u3044\u3066\u3001\u6700\u521d\u306b\u300c\u53d6\u5f97\u3055\u308c\u308b\u3079\u304d\u7406\u60f3\u7684\u306a\u30c1\u30e3\u30f3\u30af\u300d\u3092\u6587\u7ae0\u3068\u3057\u3066\u5b9a\u7fa9\u3059\u308b\u3002\u305f\u3068\u3048\u3070\u5fa9\u65e7\u6761\u4ef6\u3067\u306f\u3001\u6b21\u306e\u4e00\u6587\u304c\u4e00\u3064\u306e\u6839\u62e0\u5358\u4f4d\u3068\u3057\u3066\u6b8b\u308b\u3053\u3068\u304c\u671b\u307e\u3057\u3044\u3002<\/p>\n

    \n

    \u5fa9\u65e7\u3092\u958b\u59cb\u3067\u304d\u308b\u306e\u306f\u3001\u76e3\u8996\u6307\u6a19 Rho-Blue \u304c 15 \u5206\u9593\u9023\u7d9a\u3057\u3066 0.20 \u672a\u6e80\u306b\u306a\u3063\u305f\u5834\u5408\u3060\u3051\u3067\u3042\u308b\u3002<\/p>\n<\/div>\n

    \u7406\u60f3\u7684\u306a\u30c1\u30e3\u30f3\u30af\u672c\u6587\u3092\u6c7a\u3081\u305a\u306b\u30b5\u30a4\u30ba\u3060\u3051\u3092\u5909\u66f4\u3059\u308b\u3068\u3001\u70b9\u6570\u306e\u5897\u6e1b\u306f\u89b3\u5bdf\u3067\u304d\u3066\u3082\u3001\u691c\u7d22\u54c1\u8cea\u304c\u6539\u5584\u3057\u305f\u304b\u3092\u5224\u65ad\u3067\u304d\u306a\u3044\u3002\u5404\u8a66\u9a13\u8cea\u554f\u306b\u3064\u3044\u3066\u3001\u5fc5\u8981\u306a\u4e3b\u8a9e\u3001\u5024\u3001\u6761\u4ef6\u3001\u4f8b\u5916\u304c\u540c\u3058\u30c1\u30e3\u30f3\u30af\u306b\u542b\u307e\u308c\u308b\u3053\u3068\u3092\u5148\u306b\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

    9.4 \u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3068\u91cd\u8907\u91cf\u3092\u6bb5\u968e\u7684\u306b\u8abf\u6574\u3059\u308b<\/h3>\n

    \u77ed\u3044\u4ed5\u69d8\u66f8\u3067\u306f\u30011000 \u6587\u5b57\u306e\u30c1\u30e3\u30f3\u30af\u306b\u8907\u6570\u306e\u7bc0\u304c\u5165\u308b\u5834\u5408\u304c\u3042\u308b\u3002Argolet \u306e\u672c\u756a\u63a5\u7d9a\u3001\u7dca\u6025\u505c\u6b62\u3001\u5fa9\u65e7\u6761\u4ef6\u304c\u540c\u3058\u30c1\u30e3\u30f3\u30af\u3078\u6df7\u5728\u3059\u308b\u5834\u5408\u306f\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3092\u6bb5\u968e\u7684\u306b\u7e2e\u5c0f\u3059\u308b\u3002\u305f\u3060\u3057\u3001\u30b5\u30a4\u30ba\u3068\u91cd\u8907\u91cf\u3092\u540c\u6642\u306b\u5909\u66f4\u305b\u305a\u3001\u3069\u3061\u3089\u306e\u5909\u66f4\u304c\u691c\u7d22\u7d50\u679c\u3078\u5f71\u97ff\u3057\u305f\u304b\u3092\u5206\u3051\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
    \u8a66\u9a13\u69cb\u6210<\/th>\n\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba<\/th>\n\u91cd\u8907\u91cf<\/th>\n\u5909\u66f4\u76ee\u7684<\/th>\n<\/tr>\n<\/thead>\n
    C0<\/td>\n1000<\/td>\n100<\/td>\n\u73fe\u5728\u306e\u57fa\u6e96\u69cb\u6210\u3068\u3059\u308b\u3002<\/td>\n<\/tr>\n
    C1<\/td>\n800<\/td>\n100<\/td>\n\u7570\u306a\u308b\u7bc0\u306e\u6df7\u5728\u304c\u6e1b\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    C2<\/td>\n600<\/td>\n100<\/td>\n\u8cea\u554f\u5bfe\u8c61\u3092\u3055\u3089\u306b\u9650\u5b9a\u3067\u304d\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    C3<\/td>\n600<\/td>\n50<\/td>\n\u540c\u3058\u5185\u5bb9\u306e\u91cd\u8907\u53d6\u5f97\u3092\u6291\u3048\u3089\u308c\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    C4<\/td>\n600<\/td>\n150<\/td>\n\u6761\u4ef6\u3084\u624b\u9806\u304c\u5883\u754c\u3067\u5207\u308c\u308b\u5834\u5408\u306b\u3001\u9023\u7d9a\u6027\u3092\u88dc\u3048\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    C1 \u3068 C2 \u3067\u306f\u91cd\u8907\u91cf\u3092 100 \u306e\u307e\u307e\u7dad\u6301\u3057\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u306e\u52b9\u679c\u3060\u3051\u3092\u6bd4\u8f03\u3059\u308b\u3002\u9069\u5207\u306a\u30b5\u30a4\u30ba\u304c\u6c7a\u307e\u3063\u305f\u5f8c\u3001C3 \u307e\u305f\u306f C4 \u3067\u91cd\u8907\u91cf\u3092\u8abf\u6574\u3059\u308b\u3002\u3059\u3079\u3066\u306e\u5024\u3092\u8a66\u3059\u5fc5\u8981\u306f\u306a\u304f\u3001\u524d\u6bb5\u968e\u3067\u5931\u6557\u539f\u56e0\u304c\u89e3\u6d88\u3057\u305f\u6642\u70b9\u3067\u5909\u66f4\u3092\u6b62\u3081\u308b\u3002<\/p>\n

    \u69cb\u6210\u5024\u3092\u5909\u66f4\u3059\u308b\u5834\u5408\u306f\u3001.env \u3084 compose.yaml \u3092\u69cb\u6210\u306e\u6b63\u3068\u3057\u3066\u66f4\u65b0\u3057\u3001Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u4f5c\u6210\u3059\u308b\u3002\u73fe\u5728\u306e\u69cb\u6210\u3067\u306f\u30c1\u30e3\u30f3\u30af\u5024\u3092 compose.yaml \u306b\u76f4\u63a5\u8a18\u8ff0\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5bfe\u8c61\u5024\u3092\u4e00\u3064\u3060\u3051\u5909\u66f4\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    python3 - <<'PY'
    \nfrom pathlib import Path
    \n
    \npath = Path("compose.yaml")
    \ntext = path.read_text(encoding="utf-8")
    \n
    \nold = '      CHUNK_SIZE: "1000"'
    \nnew = '      CHUNK_SIZE: "800"'
    \n
    \nif old not in text:
    \n    raise SystemExit("The expected CHUNK_SIZE setting was not found")
    \n
    \npath.write_text(text.replace(old, new, 1), encoding="utf-8")
    \nPY
    \n
    \ndocker compose config --quiet
    \ndocker compose up -d --force-recreate open-webui
    \n
    \ndocker compose exec open-webui printenv CHUNK_SIZE
    \ndocker compose exec open-webui printenv CHUNK_OVERLAP<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u307e\u305f\u306f\u91cd\u8907\u91cf\u3092\u5909\u66f4\u3057\u305f\u3060\u3051\u3067\u306f\u3001Qdrant \u306b\u4fdd\u5b58\u6e08\u307f\u306e\u70b9\u306f\u5909\u5316\u3057\u306a\u3044\u3002Knowledge \u306e\u518d\u7d22\u5f15\u3092\u5b9f\u884c\u3057\u3001\u73fe\u5728\u306e\u8a2d\u5b9a\u3067\u6587\u5b57\u62bd\u51fa\u3001\u5206\u5272\u3001\u57cb\u3081\u8fbc\u307f\u3001\u4fdd\u5b58\u3092\u3084\u308a\u76f4\u3059[32]<\/a>\u3002\u518d\u7d22\u5f15\u5f8c\u306b\u306f\u3001\u70b9\u6570\u3068\u4ed8\u968f\u60c5\u5831\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089 T1 \u304b\u3089 T5 \u3092\u518d\u5b9f\u884c\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    \u69cb\u6210\u5024\u3092\u4e00\u3064\u5909\u66f4
    \n  \u2193
    \nOpen WebUI \u3092\u518d\u4f5c\u6210
    \n  \u2193
    \n\u5b9f\u884c\u4e2d\u306e\u74b0\u5883\u5909\u6570\u3092\u78ba\u8a8d
    \n  \u2193
    \nKnowledge \u3092\u518d\u7d22\u5f15
    \n  \u2193
    \nQdrant \u306e\u70b9\u6570\u3068\u30c1\u30e3\u30f3\u30af\u672c\u6587\u3092\u78ba\u8a8d
    \n  \u2193
    \n\u540c\u3058\u8a66\u9a13\u8cea\u554f\u3092\u5b9f\u884c
    \n  \u2193
    \n\u57fa\u6e96\u69cb\u6210\u3068\u6bd4\u8f03<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u70b9\u6570\u304c\u5897\u3048\u305f\u3053\u3068\u81ea\u4f53\u306f\u6539\u5584\u3092\u610f\u5473\u3057\u306a\u3044\u3002\u30c1\u30e3\u30f3\u30af\u3092\u5c0f\u3055\u304f\u3059\u308b\u3068\u70b9\u6570\u306f\u5897\u3048\u3084\u3059\u3044\u304c\u3001\u5fc5\u8981\u306a\u6761\u4ef6\u304c\u5206\u65ad\u3055\u308c\u308b\u53ef\u80fd\u6027\u3082\u9ad8\u307e\u308b\u3002\u8a55\u4fa1\u5bfe\u8c61\u306f\u3001\u70b9\u6570\u3067\u306f\u306a\u304f\u3001\u8cea\u554f\u306b\u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u3001\u4f59\u5206\u306a\u30c1\u30e3\u30f3\u30af\u304c\u6e1b\u308a\u3001\u56de\u7b54\u306b\u5fc5\u8981\u306a\u95a2\u4fc2\u304c\u4fdd\u6301\u3055\u308c\u305f\u304b\u3067\u3042\u308b\u3002<\/p>\n

    9.5 \u53d6\u5f97\u4ef6\u6570\u306f\u691c\u7d22\u6f0f\u308c\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u5897\u3084\u3059<\/h3>\n

    RAG_TOP_K \u306f\u3001\u8cea\u554f\u3054\u3068\u306b\u53d6\u5f97\u3059\u308b\u5019\u88dc\u30c1\u30e3\u30f3\u30af\u6570\u306e\u57fa\u6e96\u5024\u3067\u3042\u308b\u3002\u73fe\u5728\u306e\u69cb\u6210\u3067\u306f 3 \u4ef6\u3092\u53d6\u5f97\u3059\u308b\u3002\u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u304c\u691c\u7d22\u9806\u4f4d\u306e 4 \u4f4d\u307e\u305f\u306f 5 \u4f4d\u306b\u3042\u308b\u5834\u5408\u306f\u30015 \u4ef6\u3078\u5897\u3084\u3059\u3053\u3068\u3067\u691c\u7d22\u6f0f\u308c\u3092\u6e1b\u3089\u305b\u308b\u3002<\/p>\n

    \u53d6\u5f97\u4ef6\u6570\u3092\u5897\u3084\u3059\u524d\u306b\u3001\u73fe\u5728\u306e\u4e0a\u4f4d 3 \u4ef6\u3092\u78ba\u8a8d\u3059\u308b\u3002\u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c\u65e2\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u5834\u5408\u30015 \u4ef6\u3078\u5897\u3084\u3057\u3066\u3082\u691c\u7d22\u5931\u6557\u306f\u89e3\u6d88\u3057\u306a\u3044\u3002\u8ffd\u52a0\u3055\u308c\u308b\u7121\u95a2\u4fc2\u306a\u30c1\u30e3\u30f3\u30af\u306b\u3088\u3063\u3066\u751f\u6210\u7528 LLM \u306e\u5224\u65ad\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
    \u73fe\u5728\u306e\u4e0a\u4f4d 3 \u4ef6<\/th>\n\u53d6\u5f97\u4ef6\u6570\u3092\u5897\u3084\u3059\u5224\u65ad<\/th>\n<\/tr>\n<\/thead>\n
    \u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c 1 \u4f4d\u306b\u3042\u308b<\/td>\n\u5897\u3084\u3055\u306a\u3044\u3002\u751f\u6210\u7528 LLM \u307e\u305f\u306f RAG \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c 2 \u4f4d\u307e\u305f\u306f 3 \u4f4d\u306b\u3042\u308b<\/td>\n\u56de\u7b54\u3078\u6e21\u3055\u308c\u3066\u3044\u308b\u306a\u3089\u5897\u3084\u3055\u306a\u3044\u3002\u7af6\u5408\u3059\u308b\u4e0a\u4f4d\u30c1\u30e3\u30f3\u30af\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c 4 \u4f4d\u307e\u305f\u306f 5 \u4f4d\u306b\u3042\u308b<\/td>\n3 \u304b\u3089 5 \u3078\u5897\u3084\u3057\u3001\u56de\u7b54\u3068\u5165\u529b\u6587\u8108\u306e\u5909\u5316\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c\u4e0a\u4f4d\u5019\u88dc\u306b\u306a\u3044<\/td>\n\u53d6\u5f97\u4ef6\u6570\u3067\u306f\u306a\u304f\u3001\u62bd\u51fa\u3001\u30c1\u30e3\u30f3\u30af\u672c\u6587\u3001\u57cb\u3081\u8fbc\u307f\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u540c\u3058\u5185\u5bb9\u306e\u30c1\u30e3\u30f3\u30af\u304c\u4e0a\u4f4d\u3092\u5360\u3081\u308b<\/td>\n\u53d6\u5f97\u4ef6\u6570\u3092\u5897\u3084\u3059\u524d\u306b\u3001\u91cd\u8907\u91cf\u3068\u91cd\u8907\u6587\u66f8\u3092\u8abf\u6574\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    Open WebUI \u306e RAG \u3067\u306f\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3068\u53d6\u5f97\u4ef6\u6570\u306e\u7a4d\u306b\u8fd1\u3044\u91cf\u306e\u6587\u66f8\u304c\u751f\u6210\u5165\u529b\u3078\u52a0\u308f\u308b\u30021000 \u30c8\u30fc\u30af\u30f3\u306e\u30c1\u30e3\u30f3\u30af\u3092 5 \u4ef6\u53d6\u5f97\u3059\u308b\u69cb\u6210\u3067\u306f\u3001\u691c\u7d22\u7d50\u679c\u3060\u3051\u3067\u304a\u3088\u305d 5000 \u30c8\u30fc\u30af\u30f3\u3092\u4f7f\u7528\u3057\u3001\u3053\u308c\u306b\u30b7\u30b9\u30c6\u30e0\u6307\u793a\u3001\u4f1a\u8a71\u5c65\u6b74\u3001\u8cea\u554f\u3001\u56de\u7b54\u7528\u306e\u9818\u57df\u304c\u52a0\u308f\u308b[28]<\/a>\u3002\u6587\u5b57\u5206\u5272\u3092\u4f7f\u7528\u3059\u308b\u672c\u69cb\u6210\u3067\u306f\u6587\u5b57\u6570\u3068\u30c8\u30fc\u30af\u30f3\u6570\u306f\u4e00\u81f4\u3057\u306a\u3044\u304c\u3001\u53d6\u5f97\u4ef6\u6570\u3092\u5897\u3084\u3059\u307b\u3069\u6587\u8108\u6d88\u8cbb\u304c\u5897\u3048\u308b\u95a2\u4fc2\u306f\u5909\u308f\u3089\u306a\u3044\u3002<\/p>\n

    RAG_TOP_K \u3060\u3051\u3092\u5909\u66f4\u3059\u308b\u5834\u5408\u3001\u4fdd\u5b58\u6e08\u307f\u306e\u30c1\u30e3\u30f3\u30af\u3068\u30d9\u30af\u30c8\u30eb\u306f\u5909\u308f\u3089\u306a\u3044\u305f\u3081\u3001Knowledge \u306e\u518d\u7d22\u5f15\u306f\u4e0d\u8981\u3067\u3042\u308b\u3002Open WebUI \u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u4f5c\u6210\u3057\u3001\u5b9f\u884c\u4e2d\u306e\u5024\u3092\u78ba\u8a8d\u3057\u305f\u5f8c\u3001\u540c\u3058\u8cea\u554f\u3092\u518d\u5b9f\u884c\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    python3 - <<'PY'
    \nfrom pathlib import Path
    \n
    \npath = Path("compose.yaml")
    \ntext = path.read_text(encoding="utf-8")
    \n
    \nold = '      RAG_TOP_K: "3"'
    \nnew = '      RAG_TOP_K: "5"'
    \n
    \nif old not in text:
    \n    raise SystemExit("The expected RAG_TOP_K setting was not found")
    \n
    \npath.write_text(text.replace(old, new, 1), encoding="utf-8")
    \nPY
    \n
    \ndocker compose config --quiet
    \ndocker compose up -d --force-recreate open-webui
    \n
    \ndocker compose exec open-webui printenv RAG_TOP_K<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u53d6\u5f97\u4ef6\u6570\u3092 5 \u3078\u5897\u3084\u3057\u305f\u7d50\u679c\u3001\u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u304c\u8ffd\u52a0\u3055\u308c\u3066\u6b63\u7b54\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u5834\u5408\u306f\u3001\u691c\u7d22\u6f0f\u308c\u304c\u539f\u56e0\u3060\u3063\u305f\u3068\u5224\u65ad\u3067\u304d\u308b\u3002\u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c\u5897\u3048\u305f\u4e00\u65b9\u3067\u56de\u7b54\u304c\u4e0d\u5b89\u5b9a\u306b\u306a\u3063\u305f\u5834\u5408\u306f\u3001\u53d6\u5f97\u4ef6\u6570\u3092\u623b\u3057\u3001\u30c1\u30e3\u30f3\u30af\u672c\u6587\u307e\u305f\u306f\u57cb\u3081\u8fbc\u307f\u691c\u7d22\u3092\u6539\u5584\u3059\u308b\u3002<\/p>\n

    9.6 \u691c\u7d22\u304c\u6b63\u3057\u3044\u5834\u5408\u3060\u3051\u751f\u6210\u8a2d\u5b9a\u3092\u8abf\u6574\u3059\u308b<\/h3>\n

    \u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u3001\u305d\u306e\u30c1\u30e3\u30f3\u30af\u306b\u5fc5\u8981\u306a\u5024\u3001\u6761\u4ef6\u3001\u9806\u5e8f\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u306e\u306b\u56de\u7b54\u304c\u8aa4\u308b\u5834\u5408\u3001\u691c\u7d22\u7d4c\u8def\u306f\u6210\u7acb\u3057\u3066\u3044\u308b\u3002\u3053\u3053\u3067\u521d\u3081\u3066\u3001RAG \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3001\u751f\u6210\u7528 LLM\u3001\u751f\u6210\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

    Open WebUI \u306e RAG \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306b\u306f\u3001\u53d6\u5f97\u3057\u305f\u6587\u66f8\u65ad\u7247\u3092\u633f\u5165\u3059\u308b {{CONTEXT}} \u304c\u5fc5\u8981\u3067\u3042\u308b\u3002\u8cea\u554f\u6587\u306f\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u51e6\u7406\u5f8c\u306b\u81ea\u52d5\u7684\u306b\u8ffd\u52a0\u3055\u308c\u308b\u305f\u3081\u3001{{QUERY}} \u3092\u91cd\u306d\u3066\u8a18\u8ff0\u3059\u308b\u3068\u3001\u540c\u3058\u8cea\u554f\u304c\u4e8c\u56de\u5165\u529b\u3055\u308c\u308b[34]<\/a>\u3002<\/p>\n

    \u56de\u7b54\u898f\u5247\u306f\u3001\u53d6\u5f97\u6587\u66f8\u306e\u7528\u9014\u3068\u60c5\u5831\u4e0d\u8db3\u6642\u306e\u52d5\u4f5c\u3092\u660e\u793a\u3059\u308b\u3002\u6b21\u306e\u3088\u3046\u306b\u3001\u6587\u66f8\u4ee5\u5916\u306e\u63a8\u6e2c\u3092\u7981\u6b62\u3057\u3001\u6839\u62e0\u304c\u306a\u3044\u5834\u5408\u306e\u5fdc\u7b54\u3092\u56fa\u5b9a\u3059\u308b\u3002<\/p>\n

    \n

    \u4ee5\u4e0b\u306e\u53c2\u8003\u6587\u8108\u3060\u3051\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u53c2\u8003\u6587\u8108\u306b\u56de\u7b54\u3092\u6c7a\u3081\u308b\u60c5\u5831\u304c\u306a\u3044\u5834\u5408\u306f\u3001\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3068\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6570\u5024\u3001\u4eba\u7269\u540d\u3001\u624b\u9806\u3001\u6761\u4ef6\u3092\u63a8\u6e2c\u3057\u3066\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n

    \u3053\u306e\u898f\u5247\u306f\u3001\u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u524d\u63d0\u3068\u3059\u308b\u3002\u691c\u7d22\u7d50\u679c\u304c\u8aa4\u3063\u3066\u3044\u308b\u72b6\u614b\u3067\u63a8\u6e2c\u3092\u7981\u6b62\u3059\u308b\u3068\u3001\u8aa4\u7b54\u304c\u56de\u7b54\u4e0d\u80fd\u3078\u5909\u308f\u308b\u3060\u3051\u3067\u3042\u308a\u3001\u5fc5\u8981\u306a\u6839\u62e0\u3092\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u306f\u306a\u3089\u306a\u3044\u3002<\/p>\n\n\n\n\n\n\n\n\n
    \u691c\u7d22\u7d50\u679c<\/th>\n\u751f\u6210\u7d50\u679c<\/th>\n\u8abf\u6574\u5bfe\u8c61<\/th>\n<\/tr>\n<\/thead>\n
    \u5fc5\u8981\u306a\u6839\u62e0\u3092\u53d6\u5f97\u3057\u3066\u3044\u308b<\/td>\n\u5024\u307e\u305f\u306f\u6761\u4ef6\u3092\u8aa4\u308b\u3002<\/td>\n\u7af6\u5408\u3059\u308b\u30c1\u30e3\u30f3\u30af\u3001RAG \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3001\u751f\u6210\u7528 LLM \u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u5fc5\u8981\u306a\u6839\u62e0\u3092\u53d6\u5f97\u3057\u3066\u3044\u308b<\/td>\n\u6587\u66f8\u306b\u306a\u3044\u60c5\u5831\u3092\u8ffd\u52a0\u3059\u308b\u3002<\/td>\n\u6839\u62e0\u9650\u5b9a\u3068\u56de\u7b54\u4fdd\u7559\u306e\u898f\u5247\u3092\u5f37\u5316\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u5fc5\u8981\u306a\u6839\u62e0\u3092\u53d6\u5f97\u3057\u3066\u3044\u308b<\/td>\n\u5b9f\u884c\u3054\u3068\u306b\u56de\u7b54\u304c\u5909\u308f\u308b\u3002<\/td>\n\u6e29\u5ea6\u3001\u4e71\u6570\u7a2e\u3001\u30e2\u30c7\u30eb\u898f\u6a21\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u5fc5\u8981\u306a\u6839\u62e0\u3092\u53d6\u5f97\u3057\u3066\u3044\u306a\u3044<\/td>\n\u56de\u7b54\u4e0d\u80fd\u307e\u305f\u306f\u8aa4\u7b54\u306b\u306a\u308b\u3002<\/td>\n\u751f\u6210\u8a2d\u5b9a\u3092\u5909\u66f4\u305b\u305a\u3001\u62bd\u51fa\u3001\u5206\u5272\u3001\u691c\u7d22\u3078\u623b\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u6e29\u5ea6\u3092\u4e0b\u3052\u308b\u3068\u3001\u540c\u3058\u5165\u529b\u306b\u5bfe\u3059\u308b\u8a9e\u53e5\u9078\u629e\u306e\u5909\u52d5\u306f\u5c0f\u3055\u304f\u306a\u308b\u3002Ollama \u3067\u306f\u6e29\u5ea6\u304c\u9ad8\u3044\u307b\u3069\u51fa\u529b\u306e\u591a\u69d8\u6027\u304c\u5897\u3048\u3001\u4f4e\u3044\u307b\u3069\u4e00\u8cab\u3057\u305f\u51fa\u529b\u306b\u306a\u308a\u3084\u3059\u3044[35]<\/a>\u3002\u305f\u3060\u3057\u3001\u6e29\u5ea6\u3092\u4e0b\u3052\u3066\u3082\u3001\u53d6\u5f97\u6587\u66f8\u306b\u306a\u3044\u60c5\u5831\u3092\u53c2\u7167\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u8aa4\u3063\u305f\u6839\u62e0\u3078\u306e\u5fe0\u5b9f\u6027\u3092\u6539\u5584\u3059\u308b\u3082\u306e\u3067\u3082\u306a\u3044\u3002<\/p>\n

    \u56de\u5e30\u8a66\u9a13\u3067\u306f\u3001\u6e29\u5ea6\u3060\u3051\u3067\u306a\u304f\u4e71\u6570\u7a2e\u3082\u56fa\u5b9a\u3067\u304d\u308c\u3070\u3001\u540c\u3058\u5165\u529b\u306b\u5bfe\u3059\u308b\u751f\u6210\u5dee\u3092\u6e1b\u3089\u305b\u308b\u3002\u305f\u3060\u3057\u3001Open WebUI \u304b\u3089 Ollama \u3078\u5b9f\u969b\u306b\u6e21\u3055\u308c\u305f\u8a2d\u5b9a\u3092\u78ba\u8a8d\u3057\u3001\u753b\u9762\u4e0a\u306e\u8868\u793a\u3060\u3051\u3067\u56fa\u5b9a\u3055\u308c\u305f\u3068\u5224\u65ad\u3057\u306a\u3044\u3002\u751f\u6210\u7528\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u3082\u3001\u540c\u3058\u53d6\u5f97\u30c1\u30e3\u30f3\u30af\u3092\u4f7f\u3044\u3001\u56de\u7b54\u5fe0\u5b9f\u6027\u3068\u901f\u5ea6\u3060\u3051\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n

    \u3088\u308a\u5927\u304d\u306a\u751f\u6210\u7528 LLM \u3078\u5909\u66f4\u3059\u308b\u306e\u306f\u3001\u6b63\u3057\u3044\u6839\u62e0\u3092\u53d6\u5f97\u3067\u304d\u3066\u3044\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u6761\u4ef6\u306e\u5bfe\u5fdc\u3001\u624b\u9806\u9806\u5e8f\u3001\u56de\u7b54\u4fdd\u7559\u3092\u5b89\u5b9a\u3057\u3066\u51e6\u7406\u3067\u304d\u306a\u3044\u5834\u5408\u3067\u3042\u308b\u3002\u691c\u7d22\u304c\u8aa4\u3063\u3066\u3044\u308b\u72b6\u614b\u3067\u30e2\u30c7\u30eb\u3060\u3051\u3092\u5927\u578b\u5316\u3059\u308b\u3068\u3001\u8aa4\u3063\u305f\u6839\u62e0\u3092\u3088\u308a\u81ea\u7136\u306a\u6587\u7ae0\u3078\u5909\u63db\u3059\u308b\u7d50\u679c\u306b\u306a\u308a\u5f97\u308b\u3002<\/p>\n

    9.7 \u75c7\u72b6\u304b\u3089\u6700\u521d\u306b\u8abf\u3079\u308b\u5c64\u3092\u6c7a\u3081\u308b<\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u75c7\u72b6<\/th>\n\u6700\u521d\u306b\u78ba\u8a8d\u3059\u308b\u5c64<\/th>\n\u6700\u521d\u306e\u64cd\u4f5c<\/th>\n\u518d\u7d22\u5f15<\/th>\n<\/tr>\n<\/thead>\n
    \u6587\u66f8\u5185\u306e\u56fa\u6709\u6587\u5b57\u5217\u304c Qdrant \u306e\u4ed8\u968f\u60c5\u5831\u306b\u306a\u3044<\/td>\n\u6587\u5b57\u62bd\u51fa<\/td>\n\u62bd\u51fa\u7d50\u679c\u3092\u78ba\u8a8d\u3057\u3001\u540c\u3058\u5185\u5bb9\u3092 Markdown \u3067\u8a66\u9a13\u3059\u308b\u3002<\/td>\n\u6587\u66f8\u307e\u305f\u306f\u62bd\u51fa\u8a2d\u5b9a\u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u306f\u5fc5\u8981<\/td>\n<\/tr>\n
    \u6587\u5b57\u5217\u306f\u3042\u308b\u304c\u3001\u4e3b\u8a9e\u3068\u5024\u304c\u5225\u306e\u70b9\u306b\u5206\u304b\u308c\u3066\u3044\u308b<\/td>\n\u30c1\u30e3\u30f3\u30af\u5206\u5272<\/td>\n\u539f\u6587\u69cb\u9020\u307e\u305f\u306f\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3092\u8abf\u6574\u3059\u308b\u3002<\/td>\n\u5fc5\u8981<\/td>\n<\/tr>\n
    \u672c\u756a\u3068\u958b\u767a\u306e\u5024\u304c\u4e00\u3064\u306e\u5927\u304d\u306a\u30c1\u30e3\u30f3\u30af\u3078\u6df7\u5728\u3059\u308b<\/td>\n\u30c1\u30e3\u30f3\u30af\u5206\u5272<\/td>\n\u898b\u51fa\u3057\u3068\u6bb5\u843d\u3092\u5206\u3051\u3001\u30b5\u30a4\u30ba\u3092\u6bb5\u968e\u7684\u306b\u7e2e\u5c0f\u3059\u308b\u3002<\/td>\n\u5fc5\u8981<\/td>\n<\/tr>\n
    \u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u304c 4 \u4f4d\u307e\u305f\u306f 5 \u4f4d\u306b\u3042\u308b<\/td>\n\u691c\u7d22\u4ef6\u6570<\/td>\nRAG_TOP_K \u3092 3 \u304b\u3089 5 \u3078\u5897\u3084\u3059\u3002<\/td>\n\u4e0d\u8981<\/td>\n<\/tr>\n
    \u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u304c\u5019\u88dc\u306b\u73fe\u308c\u306a\u3044<\/td>\n\u57cb\u3081\u8fbc\u307f\u307e\u305f\u306f\u6587\u66f8\u8868\u73fe<\/td>\n\u8a00\u3044\u63db\u3048\u8a66\u9a13\u3001\u30c1\u30e3\u30f3\u30af\u672c\u6587\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u307e\u305f\u306f\u672c\u6587\u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u306f\u5fc5\u8981<\/td>\n<\/tr>\n
    \u540c\u3058\u5185\u5bb9\u306e\u30c1\u30e3\u30f3\u30af\u304c\u4e0a\u4f4d\u3092\u5360\u6709\u3059\u308b<\/td>\n\u91cd\u8907\u91cf\u307e\u305f\u306f\u6587\u66f8\u91cd\u8907<\/td>\n\u91cd\u8907\u91cf\u3092\u6e1b\u3089\u3057\u3001\u540c\u5185\u5bb9\u306e\u6587\u66f8\u3092\u6574\u7406\u3059\u308b\u3002<\/td>\n\u5fc5\u8981<\/td>\n<\/tr>\n
    \u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u3066\u3044\u308b\u304c\u5024\u3092\u8aa4\u308b<\/td>\n\u751f\u6210<\/td>\n\u7af6\u5408\u6587\u8108\u3001RAG \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3001\u751f\u6210\u7528\u30e2\u30c7\u30eb\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n\u4e0d\u8981<\/td>\n<\/tr>\n
    \u6587\u66f8\u306b\u306a\u3044\u4eba\u7269\u540d\u3084\u6570\u5024\u3092\u751f\u6210\u3059\u308b<\/td>\n\u751f\u6210<\/td>\n\u6839\u62e0\u9650\u5b9a\u3068\u60c5\u5831\u4e0d\u8db3\u6642\u306e\u56de\u7b54\u4fdd\u7559\u3092\u660e\u793a\u3059\u308b\u3002<\/td>\n\u4e0d\u8981<\/td>\n<\/tr>\n
    \u4f1a\u8a71\u304c\u9577\u304f\u306a\u308b\u3068\u4ee5\u524d\u306f\u53d6\u5f97\u3067\u304d\u305f\u6839\u62e0\u3092\u4f7f\u3048\u306a\u3044<\/td>\n\u6587\u8108\u91cf<\/td>\n\u65b0\u3057\u3044\u4f1a\u8a71\u3067\u518d\u8a66\u9a13\u3057\u3001\u53d6\u5f97\u4ef6\u6570\u3068\u5c65\u6b74\u91cf\u3092\u6e1b\u3089\u3059\u3002<\/td>\n\u4e0d\u8981<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u8abf\u6574\u3067\u306f\u3001\u75c7\u72b6\u306b\u8fd1\u3044\u8a2d\u5b9a\u3092\u7121\u4f5c\u70ba\u306b\u5909\u66f4\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u51e6\u7406\u7d4c\u8def\u4e0a\u3067\u6700\u521d\u306b\u671f\u5f85\u5024\u3068\u7570\u306a\u3063\u305f\u6bb5\u968e\u3078\u623b\u308b\u3002\u4ed8\u968f\u60c5\u5831\u306b\u672c\u6587\u304c\u306a\u3051\u308c\u3070\u62bd\u51fa\u3001\u672c\u6587\u306f\u3042\u308b\u304c\u5fc5\u8981\u306a\u5358\u4f4d\u306b\u5206\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u5206\u5272\u3001\u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u304c\u5019\u88dc\u306b\u5165\u3089\u306a\u3051\u308c\u3070\u691c\u7d22\u3001\u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u3092\u6e21\u3057\u3066\u3082\u8aa4\u308b\u306a\u3089\u751f\u6210\u304c\u5bfe\u8c61\u306b\u306a\u308b\u3002<\/p>\n

    9.8 \u8abf\u6574\u7d50\u679c\u3092\u6bd4\u8f03\u53ef\u80fd\u306a\u5f62\u3067\u8a18\u9332\u3059\u308b<\/h3>\n

    \u5404\u69cb\u6210\u306b\u3064\u3044\u3066\u3001\u8a2d\u5b9a\u5024\u3060\u3051\u3067\u306a\u304f\u3001Qdrant \u306e\u70b9\u6570\u3001\u53d6\u5f97\u3055\u308c\u305f\u30c1\u30e3\u30f3\u30af\u3001\u6700\u7d42\u56de\u7b54\u3092\u4e00\u3064\u306e\u8a18\u9332\u3068\u3057\u3066\u6b8b\u3059\u3002\u56de\u7b54\u3060\u3051\u3092\u4fdd\u5b58\u3059\u308b\u3068\u3001\u6539\u5584\u304c\u691c\u7d22\u306b\u3088\u308b\u3082\u306e\u304b\u751f\u6210\u306b\u3088\u308b\u3082\u306e\u304b\u3092\u5f8c\u304b\u3089\u5224\u5b9a\u3067\u304d\u306a\u3044\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u8a18\u9332\u9805\u76ee<\/th>\n\u8a18\u9332\u5185\u5bb9<\/th>\n<\/tr>\n<\/thead>\n
    \u69cb\u6210 ID<\/td>\nC0\u3001C1\u3001K1 \u306a\u3069\u3001\u5909\u66f4\u5185\u5bb9\u3092\u8b58\u5225\u3067\u304d\u308b\u540d\u79f0\u3092\u4ed8\u3051\u308b\u3002<\/td>\n<\/tr>\n
    \u6587\u66f8\u30cf\u30c3\u30b7\u30e5<\/td>\nargolet.md \u306e SHA-256 \u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u5206\u5272\u8a2d\u5b9a<\/td>\n\u5206\u5272\u65b9\u5f0f\u3001\u898b\u51fa\u3057\u5206\u5272\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3001\u91cd\u8907\u91cf\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u57cb\u3081\u8fbc\u307f\u8a2d\u5b9a<\/td>\n\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u540d\u3068\u30d9\u30af\u30c8\u30eb\u6b21\u5143\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    Qdrant<\/td>\n\u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3001\u70b9\u6570\u3001\u4e3b\u8981\u30c1\u30e3\u30f3\u30af\u672c\u6587\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u691c\u7d22\u8a2d\u5b9a<\/td>\n\u53d6\u5f97\u4ef6\u6570\u3001\u6df7\u5408\u691c\u7d22\u306e\u6709\u7121\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u691c\u7d22\u7d50\u679c<\/td>\n\u8cea\u554f\u3054\u3068\u306e\u53d6\u5f97\u30c1\u30e3\u30f3\u30af\u3068\u9806\u4f4d\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u751f\u6210\u8a2d\u5b9a<\/td>\n\u751f\u6210\u7528\u30e2\u30c7\u30eb\u3001\u6e29\u5ea6\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u6700\u7d42\u56de\u7b54<\/td>\n\u56de\u7b54\u5168\u6587\u3068\u51fa\u5178\u3092\u8a18\u9332\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u5224\u5b9a<\/td>\n\u691c\u7d22\u9069\u5408\u3001\u6761\u4ef6\u4fdd\u6301\u3001\u6839\u62e0\u5fe0\u5b9f\u6027\u3001\u56de\u7b54\u4fdd\u7559\u3092\u500b\u5225\u306b\u63a1\u70b9\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u4e00\u3064\u306e\u8a2d\u5b9a\u5909\u66f4\u3067 T1 \u3060\u3051\u304c\u6539\u5584\u3057\u3001T2 \u3084 T3 \u304c\u60aa\u5316\u3059\u308b\u5834\u5408\u3001\u305d\u306e\u69cb\u6210\u3092\u5168\u9762\u7684\u306a\u6539\u5584\u3068\u306f\u6271\u308f\u306a\u3044\u3002\u305f\u3068\u3048\u3070\u30c1\u30e3\u30f3\u30af\u3092\u5c0f\u3055\u304f\u3057\u3066\u672c\u756a\u30dd\u30fc\u30c8\u306e\u691c\u7d22\u9806\u4f4d\u304c\u4e0a\u304c\u3063\u3066\u3082\u3001\u7dca\u6025\u505c\u6b62\u306e\u4e8c\u5de5\u7a0b\u304c\u5206\u65ad\u3055\u308c\u305f\u306a\u3089\u3001\u5358\u4e00\u5024\u306e\u691c\u7d22\u3068\u8907\u5408\u6761\u4ef6\u306e\u691c\u7d22\u306e\u9593\u3067\u5225\u306e\u8abf\u6574\u304c\u5fc5\u8981\u3067\u3042\u308b\u3002<\/p>\n

    9.9 \u8abf\u6574\u306e\u7d42\u4e86\u6761\u4ef6\u3092\u6c7a\u3081\u308b<\/h3>\n

    \u691c\u7d22\u7cbe\u5ea6\u306e\u8abf\u6574\u306b\u306f\u3001\u3059\u3079\u3066\u306e\u6587\u66f8\u3078\u901a\u7528\u3059\u308b\u552f\u4e00\u306e\u6700\u9069\u5024\u306f\u306a\u3044\u3002\u77ed\u3044\u4ed5\u69d8\u66f8\u3001\u9577\u3044\u624b\u9806\u66f8\u3001\u8868\u4e2d\u5fc3\u306e\u8cc7\u6599\u3067\u306f\u3001\u5fc5\u8981\u306a\u691c\u7d22\u5358\u4f4d\u304c\u7570\u306a\u308b\u3002\u69cb\u6210\u3092\u7121\u671f\u9650\u306b\u5909\u66f4\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5bfe\u8c61\u6587\u66f8\u3068\u8cea\u554f\u96c6\u5408\u306b\u5bfe\u3059\u308b\u7d42\u4e86\u6761\u4ef6\u3092\u5148\u306b\u6c7a\u3081\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n\n
    \u7d42\u4e86\u6761\u4ef6<\/th>\n\u5224\u5b9a\u5185\u5bb9<\/th>\n<\/tr>\n<\/thead>\n
    \u6587\u5b57\u62bd\u51fa<\/td>\n\u56de\u7b54\u306b\u5fc5\u8981\u306a\u540d\u79f0\u3001\u5024\u3001\u6761\u4ef6\u3001\u4f8b\u5916\u304c\u4ed8\u968f\u60c5\u5831\u3078\u6b8b\u3063\u3066\u3044\u308b\u3002<\/td>\n<\/tr>\n
    \u30c1\u30e3\u30f3\u30af\u69cb\u9020<\/td>\n\u5404\u8cea\u554f\u306b\u5fc5\u8981\u306a\u5224\u65ad\u6839\u62e0\u304c\u4e00\u3064\u307e\u305f\u306f\u5c11\u6570\u306e\u30c1\u30e3\u30f3\u30af\u3067\u5b8c\u7d50\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u691c\u7d22\u9069\u5408<\/td>\nT1 \u304b\u3089 T5 \u3067\u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u4ef6\u6570\u5185\u3078\u5165\u308b\u3002<\/td>\n<\/tr>\n
    \u4e0d\u8981\u53d6\u5f97<\/td>\n\u56de\u7b54\u3092\u7af6\u5408\u3055\u305b\u308b\u7121\u95a2\u4fc2\u306a\u5024\u3084\u91cd\u8907\u30c1\u30e3\u30f3\u30af\u304c\u4e0a\u4f4d\u3092\u5360\u6709\u3057\u306a\u3044\u3002<\/td>\n<\/tr>\n
    \u6839\u62e0\u5fe0\u5b9f\u6027<\/td>\n\u53d6\u5f97\u6587\u66f8\u306b\u306a\u3044\u4eba\u7269\u540d\u3001\u6570\u5024\u3001\u6761\u4ef6\u3001\u624b\u9806\u3092\u8ffd\u52a0\u3057\u306a\u3044\u3002<\/td>\n<\/tr>\n
    \u6761\u4ef6\u4fdd\u6301<\/td>\n\u672c\u756a\u3068\u958b\u767a\u3001\u5de5\u7a0b\u9806\u5e8f\u3001\u95be\u5024\u3001\u7d99\u7d9a\u6642\u9593\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u3002<\/td>\n<\/tr>\n
    \u56de\u7b54\u4fdd\u7559<\/td>\n\u6587\u66f8\u306b\u5b58\u5728\u3057\u306a\u3044\u60c5\u5831\u306b\u3064\u3044\u3066\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3068\u56de\u7b54\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u518d\u73fe\u6027<\/td>\n\u65b0\u3057\u3044\u4f1a\u8a71\u3067\u518d\u8a66\u9a13\u3057\u3066\u3082\u540c\u3058\u6839\u62e0\u3068\u7d50\u8ad6\u3092\u5f97\u3089\u308c\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u3053\u306e\u8abf\u6574\u5de5\u7a0b\u3067\u6c7a\u3081\u308b\u306e\u306f\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3084\u53d6\u5f97\u4ef6\u6570\u306e\u4e00\u822c\u7684\u306a\u6b63\u89e3\u3067\u306f\u306a\u3044\u3002\u5bfe\u8c61\u6587\u66f8\u304b\u3089\u5fc5\u8981\u306a\u5224\u65ad\u6839\u62e0\u3092\u5931\u308f\u305a\u306b\u53d6\u308a\u51fa\u3057\u3001MacBook Pro \u306e\u9650\u3089\u308c\u305f\u6587\u8108\u3068\u8a18\u61b6\u5bb9\u91cf\u306e\u7bc4\u56f2\u3067\u3001\u751f\u6210\u7528 LLM \u3078\u904e\u4e0d\u8db3\u306a\u304f\u6e21\u305b\u308b\u69cb\u6210\u3067\u3042\u308b\u3002\u691c\u7d22\u7d50\u679c\u3092\u78ba\u8a8d\u305b\u305a\u306b\u30e2\u30c7\u30eb\u3092\u5927\u578b\u5316\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u60c5\u5831\u304c\u5931\u308f\u308c\u305f\u6700\u521d\u306e\u6bb5\u968e\u3078\u623b\u308b\u3053\u3068\u304c\u3001\u30ed\u30fc\u30ab\u30eb RAG \u3092\u518d\u73fe\u53ef\u80fd\u306a\u51e6\u7406\u57fa\u76e4\u3068\u3057\u3066\u8abf\u6574\u3059\u308b\u6761\u4ef6\u306b\u306a\u308b\u3002<\/p>\n

    \n

    10. \u518d\u8d77\u52d5\u3001\u4fdd\u5b58\u3001\u66f4\u65b0\u3001\u5fa9\u5143\u307e\u3067\u78ba\u8a8d\u3059\u308b<\/h2>\n

    10.1 \u518d\u8d77\u52d5\u8a66\u9a13\u3092\u51e6\u7406\u5c64\u3054\u3068\u306b\u884c\u3046<\/h3>\n

    \u521d\u56de\u306e\u5bfe\u7167\u8a66\u9a13\u306b\u6210\u529f\u3057\u305f\u5f8c\u3001\u518d\u8d77\u52d5\u306b\u3088\u3063\u3066\u5229\u7528\u8005\u60c5\u5831\u3001Knowledge\u3001\u6587\u66f8\u30d9\u30af\u30c8\u30eb\u3001\u69cb\u6210\u5024\u304c\u5931\u308f\u308c\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002\u518d\u8d77\u52d5\u8a66\u9a13\u306f\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u518d\u8d77\u52d5\u3001Docker Desktop \u306e\u518d\u8d77\u52d5\u3001MacBook Pro \u306e\u518d\u8d77\u52d5\u306b\u5206\u3051\u308b\u3002\u4e09\u3064\u3092\u540c\u6642\u306b\u884c\u3046\u3068\u3001\u72b6\u614b\u6d88\u5931\u3084\u63a5\u7d9a\u5931\u6557\u304c\u3069\u306e\u5883\u754c\u3067\u8d77\u304d\u305f\u304b\u3092\u7279\u5b9a\u3067\u304d\u306a\u3044\u3002<\/p>\n

    \u6700\u521d\u306b Qdrant \u30b3\u30f3\u30c6\u30ca\u30fc\u3060\u3051\u3092\u518d\u8d77\u52d5\u3059\u308b\u3002\u518d\u8d77\u52d5\u5f8c\u306f\u56fa\u5b9a\u6642\u9593\u3060\u3051\u5f85\u3064\u306e\u3067\u306f\u306a\u304f\u3001\u8a8d\u8a3c\u4ed8\u304d\u306e\u30d8\u30eb\u30b9\u30c1\u30a7\u30c3\u30af\u304c\u6210\u529f\u3059\u308b\u307e\u3067\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    docker compose restart qdrant
    \n
    \n(
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n
    \n  count=0
    \n
    \n  until curl -fsS \\
    \n    -H "api-key: ${QDRANT_API_KEY}" \\
    \n    http:\/\/127.0.0.1:6333\/healthz \\
    \n    > \/dev\/null
    \n  do
    \n    count=$((count + 1))
    \n
    \n    if [ "$count" -ge 30 ]; then
    \n      printf '%s\\n' 'Qdrant did not become ready.' >&2
    \n      exit 1
    \n    fi
    \n
    \n    sleep 1
    \n  done
    \n)<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    Qdrant \u304c\u8981\u6c42\u3092\u53d7\u3051\u4ed8\u3051\u3089\u308c\u308b\u72b6\u614b\u306b\u306a\u3063\u305f\u5f8c\u3001Open WebUI \u3092\u518d\u8d77\u52d5\u3059\u308b\u3002Open WebUI \u306f\u8d77\u52d5\u6642\u306b Qdrant \u3068 Ollama \u306e\u63a5\u7d9a\u8a2d\u5b9a\u3092\u8aad\u307f\u8fbc\u3080\u305f\u3081\u3001\u4f9d\u5b58\u5148\u306e\u6e96\u5099\u524d\u306b\u78ba\u8a8d\u3092\u59cb\u3081\u308b\u3068\u3001\u4e00\u6642\u7684\u306a\u63a5\u7d9a\u30a8\u30e9\u30fc\u3092\u6c38\u7d9a\u7684\u306a\u969c\u5bb3\u3068\u8aa4\u8a8d\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n

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    <\/div><\/td>
    docker compose restart open-webui
    \n
    \ncount=0
    \n
    \nuntil curl -fsS \\
    \n  -o \/dev\/null \\
    \n  http:\/\/127.0.0.1:3000\/
    \ndo
    \n  count=$((count + 1))
    \n
    \n  if [ "$count" -ge 60 ]; then
    \n    printf '%s\\n' 'Open WebUI did not become ready.' >&2
    \n    exit 1
    \n  fi
    \n
    \n  sleep 1
    \ndone
    \n
    \ndocker compose ps
    \ndocker compose logs --tail=100 qdrant
    \ndocker compose logs --tail=200 open-webui<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u518d\u8d77\u52d5\u5f8c\u306b\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u30fc\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u3060\u3051\u3067\u306a\u304f\u3001\u6b21\u306e\u72b6\u614b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n
    \u78ba\u8a8d\u5bfe\u8c61<\/th>\n\u518d\u8d77\u52d5\u5f8c\u306e\u6210\u529f\u6761\u4ef6<\/th>\n\u5931\u6557\u6642\u306e\u78ba\u8a8d\u5148<\/th>\n<\/tr>\n<\/thead>\n
    \u5229\u7528\u8005\u60c5\u5831<\/td>\n\u65e2\u5b58\u306e\u5229\u7528\u8005\u540d\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u30ed\u30b0\u30a4\u30f3\u3067\u304d\u308b\u3002<\/td>\ndata\/open-webui \u306e\u4fdd\u5b58\u72b6\u614b\u3068 Open WebUI \u306e\u30ed\u30b0\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u65b0\u898f\u767b\u9332<\/td>\n\u65b0\u898f\u767b\u9332\u304c\u7121\u52b9\u306e\u307e\u307e\u3067\u3042\u308b\u3002<\/td>\nENABLE_SIGNUP=False \u304c\u5b9f\u884c\u4e2d\u306e\u30b3\u30f3\u30c6\u30ca\u30fc\u3078\u6e21\u3055\u308c\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    \u4f1a\u8a71\u5c65\u6b74<\/td>\n\u518d\u8d77\u52d5\u524d\u306e\u4f1a\u8a71\u3092\u958b\u3051\u308b\u3002<\/td>\nOpen WebUI \u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u4fdd\u5b58\u9818\u57df\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    Knowledge<\/td>\nArgolet Operations \u3068\u767b\u9332\u30d5\u30a1\u30a4\u30eb\u304c\u6b8b\u3063\u3066\u3044\u308b\u3002<\/td>\nOpen WebUI \u306e\u7ba1\u7406\u60c5\u5831\u3068\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u6e08\u307f\u6587\u66f8\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    Qdrant<\/td>\n\u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u70b9\u6570\u304c\u518d\u8d77\u52d5\u524d\u3068\u4e00\u81f4\u3059\u308b\u3002<\/td>\ndata\/qdrant \u306e\u4fdd\u5b58\u72b6\u614b\u3068 Qdrant \u306e\u30ed\u30b0\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
    RAG<\/td>\nT1 \u304b\u3089 T5 \u306e\u691c\u7d22\u7d50\u679c\u3068\u56de\u7b54\u304c\u518d\u73fe\u3059\u308b\u3002<\/td>\nKnowledge \u63a5\u7d9a\u3001\u53d6\u5f97\u30c1\u30e3\u30f3\u30af\u3001\u751f\u6210\u5165\u529b\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u7d9a\u3044\u3066 Docker Desktop \u3092\u7d42\u4e86\u3057\u3001\u518d\u5ea6\u8d77\u52d5\u3059\u308b\u3002Docker Desktop \u306e\u8d77\u52d5\u5f8c\u306b\u540c\u3058\u30d8\u30eb\u30b9\u30c1\u30a7\u30c3\u30af\u3001\u30ed\u30b0\u30a4\u30f3\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u78ba\u8a8d\u3001\u5bfe\u7167\u8a66\u9a13\u3092\u884c\u3046\u3002\u3053\u3053\u3067\u306f\u3001Docker \u306e\u4eee\u60f3\u74b0\u5883\u304c\u518d\u4f5c\u6210\u3055\u308c\u3066\u3082\u3001\u30db\u30b9\u30c8\u4e0a\u306e\u30d0\u30a4\u30f3\u30c9\u5148\u304b\u3089\u72b6\u614b\u3092\u8aad\u307f\u76f4\u305b\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

    \u6700\u5f8c\u306b MacBook Pro \u3092\u518d\u8d77\u52d5\u3059\u308b\u3002\u518d\u8d77\u52d5\u5f8c\u306f\u3001Ollama \u3068 Docker Desktop \u304c\u8d77\u52d5\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u305d\u308c\u305e\u308c\u78ba\u8a8d\u3059\u308b\u3002\u81ea\u52d5\u8d77\u52d5\u3055\u308c\u306a\u3044\u5834\u5408\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u8d77\u52d5\u3057\u3066\u304b\u3089\u8a66\u9a13\u3092\u7d9a\u3051\u308b\u3002<\/p>\n

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    <\/div><\/td>
    curl -fsS \\
    \n  http:\/\/127.0.0.1:11434\/api\/tags |
    \n  python3 -m json.tool
    \n
    \ndocker version
    \ndocker compose ps<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    MacBook Pro \u306e\u518d\u8d77\u52d5\u5f8c\u306b\u3082 T1 \u304b\u3089 T5 \u304c\u6210\u7acb\u3059\u308c\u3070\u3001\u7aef\u672b\u306e\u7a3c\u50cd\u4e2d\u3060\u3051\u4fdd\u6301\u3055\u308c\u308b\u4e00\u6642\u72b6\u614b\u3067\u306f\u306a\u304f\u3001Ollama \u306e\u30e2\u30c7\u30eb\u4fdd\u5b58\u9818\u57df\u3001Open WebUI \u306e\u30d0\u30a4\u30f3\u30c9\u5148\u3001Qdrant \u306e\u30d0\u30a4\u30f3\u30c9\u5148\u304b\u3089\u5fc5\u8981\u306a\u72b6\u614b\u3092\u5fa9\u5143\u3067\u304d\u3066\u3044\u308b\u3002<\/p>\n

    10.2 \u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u524a\u9664\u3068\u518d\u4f5c\u6210\u3092\u8a66\u9a13\u3059\u308b<\/h3>\n

    docker compose restart \u306f\u65e2\u5b58\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u518d\u8d77\u52d5\u3059\u308b\u3060\u3051\u3067\u3042\u308a\u3001\u540c\u3058\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u74b0\u5883\u3092\u518d\u73fe\u3067\u304d\u308b\u3053\u3068\u307e\u3067\u306f\u78ba\u8a8d\u3057\u306a\u3044\u3002\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u524a\u9664\u3057\u3066\u4f5c\u308a\u76f4\u3057\u3001\u5b9f\u884c\u74b0\u5883\u3068\u6c38\u7d9a\u30c7\u30fc\u30bf\u304c\u5206\u96e2\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

    docker compose down \u306f\u3001\u65e2\u5b9a\u3067\u306f Compose \u304c\u4f5c\u6210\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u30fc\u3068\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u524a\u9664\u3059\u308b\u3002\u660e\u793a\u3057\u305f\u30d0\u30a4\u30f3\u30c9\u5148\u306f\u30db\u30b9\u30c8\u4e0a\u306e\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067\u3042\u308a\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u3068\u306f\u5225\u306b\u6b8b\u308b[36]<\/a>\u3002<\/p>\n

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    <\/div><\/td>
    docker compose down
    \n
    \ntest -d data\/open-webui
    \ntest -d data\/qdrant
    \ntest -f .env
    \ntest -f compose.yaml
    \n
    \ndocker compose up -d qdrant<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    Qdrant \u306e\u8d77\u52d5\u5b8c\u4e86\u3092\u30d8\u30eb\u30b9\u30c1\u30a7\u30c3\u30af\u3067\u78ba\u8a8d\u3057\u3066\u304b\u3089\u3001Open WebUI \u3092\u4f5c\u6210\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    (
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n
    \n  count=0
    \n
    \n  until curl -fsS \\
    \n    -H "api-key: ${QDRANT_API_KEY}" \\
    \n    http:\/\/127.0.0.1:6333\/healthz \\
    \n    > \/dev\/null
    \n  do
    \n    count=$((count + 1))
    \n
    \n    if [ "$count" -ge 30 ]; then
    \n      printf '%s\\n' 'Qdrant did not become ready.' >&2
    \n      exit 1
    \n    fi
    \n
    \n    sleep 1
    \n  done
    \n)
    \n
    \ndocker compose up -d open-webui
    \n
    \ncount=0
    \n
    \nuntil curl -fsS \\
    \n  -o \/dev\/null \\
    \n  http:\/\/127.0.0.1:3000\/
    \ndo
    \n  count=$((count + 1))
    \n
    \n  if [ "$count" -ge 60 ]; then
    \n    printf '%s\\n' 'Open WebUI did not become ready.' >&2
    \n    exit 1
    \n  fi
    \n
    \n  sleep 1
    \ndone
    \n
    \ndocker compose ps<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u56fa\u5b9a\u79d2\u6570\u306e sleep \u3060\u3051\u306b\u4f9d\u5b58\u3059\u308b\u3068\u3001\u8d77\u52d5\u304c\u901f\u3044\u6a5f\u7a2e\u3067\u306f\u4e0d\u8981\u306a\u5f85\u6a5f\u304c\u767a\u751f\u3057\u3001\u8d77\u52d5\u304c\u9045\u3044\u5834\u5408\u306b\u306f\u6e96\u5099\u524d\u306b\u6b21\u306e\u51e6\u7406\u3078\u9032\u3080\u3002API \u306e\u6210\u529f\u3092\u6761\u4ef6\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u7aef\u672b\u8ca0\u8377\u3084\u66f4\u65b0\u5f8c\u306e\u521d\u671f\u5316\u6642\u9593\u304c\u5909\u308f\u3063\u3066\u3082\u540c\u3058\u5224\u5b9a\u3092\u4f7f\u3048\u308b\u3002<\/p>\n

    \u518d\u4f5c\u6210\u5f8c\u306b\u306f\u3001\u5b9f\u884c\u4e2d\u306e\u30b3\u30f3\u30c6\u30ca\u30fc\u3078\u69cb\u6210\u5024\u304c\u6e21\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    docker compose exec -T open-webui python3 - <<'PY'
    \nimport os
    \n
    \nnames = (
    \n    "ENABLE_PERSISTENT_CONFIG",
    \n    "ENABLE_SIGNUP",
    \n    "OLLAMA_BASE_URL",
    \n    "VECTOR_DB",
    \n    "QDRANT_URI",
    \n    "RAG_EMBEDDING_MODEL",
    \n    "CHUNK_SIZE",
    \n    "CHUNK_OVERLAP",
    \n    "RAG_TOP_K",
    \n)
    \n
    \nfor name in names:
    \n    print(f"{name}={os.environ.get(name, '')}")
    \nPY<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u5229\u7528\u8005\u3001\u4f1a\u8a71\u3001Knowledge\u3001Qdrant \u306e\u70b9\u304c\u6b8b\u308a\u3001T1 \u304b\u3089 T5 \u304c\u518d\u73fe\u3059\u308c\u3070\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u81ea\u4f53\u306b\u306f\u5fa9\u5143\u4e0d\u80fd\u306a\u72b6\u614b\u3092\u4fdd\u6301\u3057\u3066\u3044\u306a\u3044\u3002\u53cd\u5bfe\u306b\u3001\u753b\u9762\u306f\u8d77\u52d5\u3057\u3066\u3082\u521d\u56de\u767b\u9332\u753b\u9762\u3078\u623b\u3063\u305f\u5834\u5408\u306f Open WebUI \u306e\u30d0\u30a4\u30f3\u30c9\u5148\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u6d88\u3048\u305f\u5834\u5408\u306f Qdrant \u306e\u30d0\u30a4\u30f3\u30c9\u5148\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

    \n

    \u672c\u69cb\u6210\u3067\u306f\u30d0\u30a4\u30f3\u30c9\u5148\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001docker compose down \u3060\u3051\u3067\u306f\u30c7\u30fc\u30bf\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u524a\u9664\u3057\u306a\u3044\u3002\u305f\u3060\u3057\u3001data\/open-webui \u3084 data\/qdrant \u3092\u624b\u52d5\u3067\u524a\u9664\u3059\u308c\u3070\u72b6\u614b\u306f\u5931\u308f\u308c\u308b\u3002\u5c06\u6765\u3001\u540d\u524d\u4ed8\u304d\u30dc\u30ea\u30e5\u30fc\u30e0\u3078\u5909\u66f4\u3057\u305f\u5834\u5408\u306e\u8aa4\u64cd\u4f5c\u3082\u907f\u3051\u308b\u305f\u3081\u3001\u518d\u4f5c\u6210\u8a66\u9a13\u3067\u306f docker compose down -v \u3092\u4f7f\u7528\u3057\u306a\u3044\u3002<\/p>\n<\/div>\n

    10.3 Open WebUI \u306e\u6c38\u7d9a\u9818\u57df\u3092\u505c\u6b62\u6642\u306b\u4fdd\u5b58\u3059\u308b<\/h3>\n

    Open WebUI \u306e\u6c38\u7d9a\u9818\u57df\u306b\u306f\u3001\u5229\u7528\u8005\u3001\u4f1a\u8a71\u3001Knowledge \u306e\u7ba1\u7406\u60c5\u5831\u3001\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u6e08\u307f\u30d5\u30a1\u30a4\u30eb\u3001\u8a2d\u5b9a\u3001SQLite \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u542b\u307e\u308c\u308b\u3002\u516c\u5f0f\u6587\u66f8\u3082\u3001\/app\/backend\/data \u306b\u5bfe\u5fdc\u3059\u308b\u6c38\u7d9a\u9818\u57df\u5168\u4f53\u3092\u30d5\u30a1\u30a4\u30eb\u5358\u4f4d\u306e\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u5bfe\u8c61\u3068\u3057\u3066\u3044\u308b[37]<\/a>\u3002<\/p>\n

    SQLite \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u542b\u3080\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u5b9f\u884c\u4e2d\u306b\u8907\u88fd\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u672c\u4f53\u3068\u95a2\u9023\u30d5\u30a1\u30a4\u30eb\u306e\u6642\u70b9\u304c\u305d\u308d\u308f\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002\u672c\u69cb\u6210\u3067\u306f Open WebUI \u3092\u505c\u6b62\u3057\u3001\u66f8\u304d\u8fbc\u307f\u304c\u6b62\u307e\u3063\u305f\u72b6\u614b\u3067\u6c38\u7d9a\u9818\u57df\u3001\u539f\u6587\u3001\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u3001\u79d8\u5bc6\u5024\u3092\u4e00\u3064\u306e\u30a2\u30fc\u30ab\u30a4\u30d6\u3078\u4fdd\u5b58\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    cd "$HOME\/local-rag"
    \n
    \nSTAMP=$(date '+%Y%m%d-%H%M%S')
    \nARCHIVE="backup\/open-webui-${STAMP}.tar.gz"
    \n
    \numask 077
    \n
    \ndocker compose stop open-webui
    \n
    \nbackup_status=0
    \n
    \ntar -czf "$ARCHIVE" \\
    \n  data\/open-webui \\
    \n  documents \\
    \n  compose.yaml \\
    \n  .env ||
    \n  backup_status=$?
    \n
    \ndocker compose start open-webui
    \n
    \nif [ "$backup_status" -ne 0 ]; then
    \n  printf '%s\\n' 'Open WebUI backup failed.' >&2
    \n  exit "$backup_status"
    \nfi
    \n
    \ntar -tzf "$ARCHIVE" > \/dev\/null
    \nshasum -a 256 "$ARCHIVE" > "${ARCHIVE}.sha256"
    \n
    \nchmod 600 "$ARCHIVE" "${ARCHIVE}.sha256"
    \n
    \nls -lh "$ARCHIVE" "${ARCHIVE}.sha256"<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u30a2\u30fc\u30ab\u30a4\u30d6\u306b\u306f .env \u306e Qdrant API \u9375\u3068 Open WebUI \u306e\u79d8\u5bc6\u9375\u304c\u542b\u307e\u308c\u308b\u305f\u3081\u3001\u901a\u5e38\u306e\u6587\u66f8\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3068\u540c\u3058\u5834\u6240\u3078\u7121\u6761\u4ef6\u306b\u5171\u6709\u3057\u3066\u306f\u306a\u3089\u306a\u3044\u3002\u6a29\u9650\u3092 600 \u306b\u3057\u3001\u6697\u53f7\u5316\u3055\u308c\u305f\u4fdd\u5b58\u5148\u3078\u7f6e\u304f\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
    \u4fdd\u5b58\u5bfe\u8c61<\/th>\n\u5fa9\u5143\u3059\u308b\u72b6\u614b<\/th>\n<\/tr>\n<\/thead>\n
    data\/open-webui<\/td>\n\u5229\u7528\u8005\u3001\u4f1a\u8a71\u3001Knowledge \u7ba1\u7406\u60c5\u5831\u3001\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u6e08\u307f\u30d5\u30a1\u30a4\u30eb\u3001\u5185\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/td>\n<\/tr>\n
    documents<\/td>\n\u518d\u7d22\u5f15\u306b\u4f7f\u7528\u3059\u308b\u539f\u6587<\/td>\n<\/tr>\n
    compose.yaml<\/td>\n\u30b5\u30fc\u30d3\u30b9\u69cb\u6210\u3001\u30dd\u30fc\u30c8\u3001\u30d0\u30a4\u30f3\u30c9\u5148\u3001\u74b0\u5883\u5909\u6570\u306e\u5272\u308a\u5f53\u3066<\/td>\n<\/tr>\n
    .env<\/td>\n\u30a4\u30e1\u30fc\u30b8\u7248\u3001\u30e2\u30c7\u30eb\u540d\u3001API \u9375\u3001\u79d8\u5bc6\u9375<\/td>\n<\/tr>\n
    SHA-256<\/td>\n\u4fdd\u5b58\u5f8c\u307e\u305f\u306f\u8ee2\u9001\u5f8c\u306b\u30a2\u30fc\u30ab\u30a4\u30d6\u304c\u5909\u5316\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u306e\u78ba\u8a8d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u3053\u306e\u30a2\u30fc\u30ab\u30a4\u30d6\u306b\u306f Qdrant \u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u3092\u542b\u3081\u306a\u3044\u3002Open WebUI \u306e Knowledge \u7ba1\u7406\u60c5\u5831\u3060\u3051\u3092\u5fa9\u5143\u3057\u3066\u3082\u3001\u5bfe\u5fdc\u3059\u308b Qdrant \u306e\u70b9\u304c\u306a\u3051\u308c\u3070\u6587\u66f8\u691c\u7d22\u306f\u6210\u7acb\u3057\u306a\u3044\u3002Qdrant \u306f\u6b21\u7bc0\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3068\u3057\u3066\u5225\u306b\u4fdd\u5b58\u3059\u308b\u3002<\/p>\n

    10.4 Qdrant \u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u7aef\u672b\u5916\u306e\u30d5\u30a1\u30a4\u30eb\u3078\u4fdd\u5b58\u3059\u308b<\/h3>\n

    Qdrant \u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306b\u306f\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u8a2d\u5b9a\u3001\u70b9\u3001\u30d9\u30af\u30c8\u30eb\u3001\u4ed8\u968f\u60c5\u5831\u3001\u69cb\u7bc9\u6e08\u307f\u7d22\u5f15\u304c\u542b\u307e\u308c\u308b\u3002\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306f\u3001\u518d\u7d22\u5f15\u3092\u884c\u308f\u305a\u306b\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u5fa9\u5143\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b[38]<\/a>\u3002<\/p>\n

    \u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d\u3092\u6307\u5b9a\u3057\u3001\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    cd "$HOME\/local-rag"
    \n
    \nCOLLECTION='\u5b9f\u969b\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d'
    \nSTAMP=$(date '+%Y%m%d-%H%M%S')
    \nSNAPSHOT_META="backup\/qdrant-snapshot-${STAMP}.json"
    \n
    \nENCODED_COLLECTION=$(
    \n  python3 -c \\
    \n    'import sys, urllib.parse; print(urllib.parse.quote(sys.argv[1], safe=""))' \\
    \n    "$COLLECTION"
    \n)
    \n
    \n(
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n
    \n  curl -fsS \\
    \n    -X POST \\
    \n    -H "api-key: ${QDRANT_API_KEY}" \\
    \n    "http:\/\/127.0.0.1:6333\/collections\/${ENCODED_COLLECTION}\/snapshots" \\
    \n    > "$SNAPSHOT_META"
    \n)
    \n
    \nSNAPSHOT=$(
    \n  python3 - "$SNAPSHOT_META" <<'PY'
    \nimport json
    \nimport sys
    \n
    \nwith open(sys.argv[1], encoding="utf-8") as file:
    \n    data = json.load(file)
    \n
    \nname = data.get("result", {}).get("name")
    \n
    \nif not name:
    \n    raise SystemExit("The snapshot name was not returned")
    \n
    \nprint(name)
    \nPY
    \n)
    \n
    \nprintf 'snapshot=%s\\n' "$SNAPSHOT"<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    Qdrant \u30b3\u30f3\u30c6\u30ca\u30fc\u5185\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u4fdd\u5b58\u5148\u3078\u4f5c\u6210\u3067\u304d\u305f\u3060\u3051\u3067\u306f\u3001Qdrant \u306e\u4fdd\u5b58\u9818\u57df\u81ea\u4f53\u3092\u5931\u3063\u305f\u5834\u5408\u306b\u5fa9\u5143\u3067\u304d\u306a\u3044\u3002REST API \u304b\u3089\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u72ec\u7acb\u3057\u305f\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u30d5\u30a1\u30a4\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    ENCODED_SNAPSHOT=$(
    \n  python3 -c \\
    \n    'import sys, urllib.parse; print(urllib.parse.quote(sys.argv[1], safe=""))' \\
    \n    "$SNAPSHOT"
    \n)
    \n
    \nSNAPSHOT_FILE="backup\/${SNAPSHOT}"
    \n
    \n(
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n
    \n  curl -fsS \\
    \n    -H "api-key: ${QDRANT_API_KEY}" \\
    \n    -o "$SNAPSHOT_FILE" \\
    \n    "http:\/\/127.0.0.1:6333\/collections\/${ENCODED_COLLECTION}\/snapshots\/${ENCODED_SNAPSHOT}"
    \n)
    \n
    \ntest -s "$SNAPSHOT_FILE"
    \n
    \nshasum -a 256 "$SNAPSHOT_FILE" \\
    \n  > "${SNAPSHOT_FILE}.sha256"
    \n
    \nchmod 600 "$SNAPSHOT_FILE" "${SNAPSHOT_FILE}.sha256"
    \n
    \nls -lh "$SNAPSHOT_FILE" "${SNAPSHOT_FILE}.sha256"<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    Open WebUI \u304c\u8907\u6570\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u5fc5\u8981\u306a\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3054\u3068\u306b\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3002\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u5358\u4f4d\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306b\u306f\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u5225\u540d\u304c\u542b\u307e\u308c\u306a\u3044\u305f\u3081\u3001\u5225\u540d\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u69cb\u6210\u3067\u306f\u305d\u306e\u5b9a\u7fa9\u3082\u5225\u9014\u8a18\u9332\u3059\u308b[38]<\/a>\u3002<\/p>\n

    \u5143\u6587\u66f8\u3082\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3068\u306f\u5225\u306b\u4fdd\u6301\u3059\u308b\u3002\u30d9\u30af\u30c8\u30eb\u3092\u5fa9\u5143\u3067\u304d\u3066\u3082\u3001\u539f\u6587\u304c\u306a\u3051\u308c\u3070\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3084\u30c1\u30e3\u30f3\u30af\u6761\u4ef6\u3092\u5909\u66f4\u3057\u305f\u969b\u306b\u6b63\u3057\u3044\u518d\u7d22\u5f15\u3092\u884c\u3048\u306a\u3044\u3002<\/p>\n

    10.5 Qdrant \u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u4e00\u6642\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3078\u5fa9\u5143\u3059\u308b<\/h3>\n

    \u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u3068\u3001\u5b9f\u969b\u306b\u5fa9\u5143\u3067\u304d\u308b\u3053\u3068\u306f\u540c\u7fa9\u3067\u306f\u306a\u3044\u3002\u5143\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u524a\u9664\u305b\u305a\u3001\u4e00\u6642\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3078\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u3001\u70b9\u6570\u3068\u4ed8\u968f\u60c5\u5831\u3092\u6bd4\u8f03\u3059\u308b\u3002<\/p>\n

    \u5fa9\u5143\u5148\u306b\u306f\u5143\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u7570\u306a\u308b\u540d\u524d\u3092\u4f7f\u7528\u3059\u308b\u3002\u5fa9\u5143\u8a66\u9a13\u306f\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u4f5c\u6210\u6642\u3068\u540c\u3058 Qdrant \u30a4\u30e1\u30fc\u30b8\u7248\u3067\u884c\u3044\u3001\u7248\u306e\u975e\u4e92\u63db\u306b\u3088\u308b\u5931\u6557\u3092\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u7834\u640d\u3068\u6df7\u540c\u3057\u306a\u3044\u3002<\/p>\n

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    <\/div><\/td>
    RESTORE_COLLECTION="${COLLECTION}-restore-${STAMP}"
    \n
    \nENCODED_RESTORE_COLLECTION=$(
    \n  python3 -c \\
    \n    'import sys, urllib.parse; print(urllib.parse.quote(sys.argv[1], safe=""))' \\
    \n    "$RESTORE_COLLECTION"
    \n)
    \n
    \n(
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n
    \n  curl -fsS \\
    \n    -X POST \\
    \n    -H "api-key: ${QDRANT_API_KEY}" \\
    \n    -F "snapshot=@${SNAPSHOT_FILE}" \\
    \n    "http:\/\/127.0.0.1:6333\/collections\/${ENCODED_RESTORE_COLLECTION}\/snapshots\/upload?priority=snapshot" \\
    \n    | python3 -m json.tool
    \n)<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u5143\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3068\u5fa9\u5143\u5148\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u70b9\u6570\u3092\u53d6\u5f97\u3057\u3001\u540c\u3058\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    (
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n  export COLLECTION RESTORE_COLLECTION
    \n
    \n  python3 - <<'PY'
    \nimport json
    \nimport os
    \nimport urllib.parse
    \nimport urllib.request
    \n
    \nbase_url = "http:\/\/127.0.0.1:6333"
    \nheaders = {"api-key": os.environ["QDRANT_API_KEY"]}
    \n
    \ndef get_collection(name):
    \n    encoded = urllib.parse.quote(name, safe="")
    \n    request = urllib.request.Request(
    \n        f"{base_url}\/collections\/{encoded}",
    \n        headers=headers,
    \n    )
    \n
    \n    with urllib.request.urlopen(request, timeout=10) as response:
    \n        return json.load(response)["result"]
    \n
    \nsource = get_collection(os.environ["COLLECTION"])
    \nrestored = get_collection(os.environ["RESTORE_COLLECTION"])
    \n
    \nsource_count = source.get("points_count")
    \nrestored_count = restored.get("points_count")
    \n
    \nprint(f"source_points={source_count}")
    \nprint(f"restored_points={restored_count}")
    \n
    \nif source_count != restored_count:
    \n    raise SystemExit("The restored point count does not match")
    \nPY
    \n)<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u70b9\u6570\u3060\u3051\u3067\u306a\u304f\u3001\u5fa9\u5143\u5148\u306e\u4ed8\u968f\u60c5\u5831\u306b\u691c\u8a3c\u7528\u306e\u56fa\u6709\u6587\u5b57\u5217\u304c\u6b8b\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    (
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n
    \n  curl -fsS \\
    \n    -X POST \\
    \n    -H "api-key: ${QDRANT_API_KEY}" \\
    \n    -H 'Content-Type: application\/json' \\
    \n    -d '{
    \n      "limit": 100,
    \n      "with_payload": true,
    \n      "with_vector": false
    \n    }' \\
    \n    "http:\/\/127.0.0.1:6333\/collections\/${ENCODED_RESTORE_COLLECTION}\/points\/scroll" \\
    \n    > \/tmp\/qdrant-restored-points.json
    \n)
    \n
    \npython3 - <<'PY'
    \nimport json
    \nfrom pathlib import Path
    \n
    \ndata = json.loads(
    \n    Path("\/tmp\/qdrant-restored-points.json").read_text(
    \n        encoding="utf-8"
    \n    )
    \n)
    \n
    \ntargets = (
    \n    "47821",
    \n    "Lapis-7",
    \n    "Rho-Blue",
    \n)
    \n
    \nserialized = json.dumps(data, ensure_ascii=False)
    \n
    \nmissing = [
    \n    target
    \n    for target in targets
    \n    if target not in serialized
    \n]
    \n
    \nif missing:
    \n    raise SystemExit(
    \n        "Missing restored values: " + ", ".join(missing)
    \n    )
    \n
    \nprint("restored_payload_check=True")
    \nPY<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u70b9\u6570\u3068\u4e3b\u8981\u306a\u4ed8\u968f\u60c5\u5831\u304c\u4e00\u81f4\u3057\u305f\u5f8c\u3001\u4e00\u6642\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u524a\u9664\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    (
    \n  set -a
    \n  . .\/.env
    \n  set +a
    \n
    \n  curl -fsS \\
    \n    -X DELETE \\
    \n    -H "api-key: ${QDRANT_API_KEY}" \\
    \n    "http:\/\/127.0.0.1:6333\/collections\/${ENCODED_RESTORE_COLLECTION}" \\
    \n    | python3 -m json.tool
    \n)
    \n
    \nrm -f \/tmp\/qdrant-restored-points.json<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u3053\u306e\u8a66\u9a13\u306b\u3088\u308a\u3001\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306e\u4f5c\u6210\u3001\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3001\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u4f5c\u6210\u3001\u70b9\u3068\u4ed8\u968f\u60c5\u5831\u306e\u5fa9\u5143\u307e\u3067\u304c\u6210\u7acb\u3057\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002\u5143\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u6b8b\u3057\u305f\u307e\u307e\u8a66\u9a13\u3059\u308b\u305f\u3081\u3001\u901a\u5e38\u306e\u691c\u7d22\u74b0\u5883\u3092\u7834\u58ca\u3057\u306a\u3044\u3002<\/p>\n

    10.6 Open WebUI \u306e\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3092\u4e00\u6642\u74b0\u5883\u3067\u8aad\u307f\u8fbc\u3080<\/h3>\n

    Open WebUI \u306e\u30a2\u30fc\u30ab\u30a4\u30d6\u3082\u3001\u4f5c\u6210\u5f8c\u306b\u5185\u5bb9\u3092\u691c\u67fb\u3059\u308b\u3002\u6700\u521d\u306b\u4e00\u6642\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3078\u5c55\u958b\u3057\u3001SQLite \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u6574\u5408\u6027\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    cd "$HOME\/local-rag"
    \n
    \nARCHIVE='backup\/open-webui-\u5b9f\u969b\u306e\u65e5\u6642.tar.gz'
    \nRESTORE_DIR="$PWD\/restore-test"
    \n
    \nrm -rf "$RESTORE_DIR"
    \nmkdir -p "$RESTORE_DIR"
    \n
    \ntar -xzf "$ARCHIVE" \\
    \n  -C "$RESTORE_DIR"
    \n
    \npython3 - "$RESTORE_DIR\/data\/open-webui\/webui.db" <<'PY'
    \nimport sqlite3
    \nimport sys
    \n
    \nconnection = sqlite3.connect(sys.argv[1])
    \n
    \ntry:
    \n    result = connection.execute(
    \n        "PRAGMA integrity_check"
    \n    ).fetchone()[0]
    \nfinally:
    \n    connection.close()
    \n
    \nprint(f"integrity_check={result}")
    \n
    \nif result != "ok":
    \n    raise SystemExit("The restored database is not consistent")
    \nPY<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u6b21\u306b\u3001\u5c55\u958b\u3057\u305f\u30c7\u30fc\u30bf\u3092\u672c\u756a\u74b0\u5883\u3068\u306f\u7570\u306a\u308b 3001 \u756a\u30dd\u30fc\u30c8\u3067\u4e00\u6642\u7684\u306b\u8d77\u52d5\u3059\u308b\u3002\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u6642\u306b\u4fdd\u5b58\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u30bf\u30b0\u3068 WEBUI_SECRET_KEY \u3092\u4f7f\u7528\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    (
    \n  set -a
    \n  . "$RESTORE_DIR\/.env"
    \n  set +a
    \n
    \n  docker run -d \\
    \n    --rm \\
    \n    --name local-rag-open-webui-restore-test \\
    \n    -p 127.0.0.1:3001:8080 \\
    \n    -e "WEBUI_SECRET_KEY=${WEBUI_SECRET_KEY}" \\
    \n    -e "ENABLE_PERSISTENT_CONFIG=False" \\
    \n    -e "ENABLE_SIGNUP=False" \\
    \n    -e "ENABLE_OLLAMA_API=False" \\
    \n    -e "ENABLE_OPENAI_API=False" \\
    \n    -e "ENABLE_WEB_SEARCH=False" \\
    \n    -v "$RESTORE_DIR\/data\/open-webui:\/app\/backend\/data" \\
    \n    "$OPEN_WEBUI_IMAGE"
    \n)
    \n
    \ncount=0
    \n
    \nuntil curl -fsS \\
    \n  -o \/dev\/null \\
    \n  http:\/\/127.0.0.1:3001\/
    \ndo
    \n  count=$((count + 1))
    \n
    \n  if [ "$count" -ge 60 ]; then
    \n    docker logs local-rag-open-webui-restore-test
    \n    exit 1
    \n  fi
    \n
    \n  sleep 1
    \ndone<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u30d6\u30e9\u30a6\u30b6\u30fc\u3067 http:\/\/127.0.0.1:3001\/ \u3092\u958b\u304d\u3001\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u6642\u306e\u5229\u7528\u8005\u3067\u30ed\u30b0\u30a4\u30f3\u3059\u308b\u3002\u5229\u7528\u8005\u60c5\u5831\u3001\u4f1a\u8a71\u3001Knowledge \u306e\u540d\u79f0\u3001\u767b\u9332\u30d5\u30a1\u30a4\u30eb\u304c\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002\u3053\u306e\u4e00\u6642\u74b0\u5883\u3067\u306f Ollama \u3068 Qdrant \u3092\u7121\u52b9\u306b\u3057\u3066\u3044\u308b\u305f\u3081\u3001RAG \u306e\u691c\u7d22\u8a66\u9a13\u3067\u306f\u306a\u304f\u3001Open WebUI \u306e\u7ba1\u7406\u60c5\u5831\u3068\u30d5\u30a1\u30a4\u30eb\u3092\u5fa9\u5143\u3067\u304d\u308b\u3053\u3068\u304c\u5bfe\u8c61\u306b\u306a\u308b\u3002<\/p>\n

    \u78ba\u8a8d\u5f8c\u3001\u4e00\u6642\u30b3\u30f3\u30c6\u30ca\u30fc\u3068\u5c55\u958b\u5148\u3092\u524a\u9664\u3059\u308b\u3002<\/p>\n

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    docker stop local-rag-open-webui-restore-test
    \nrm -rf "$RESTORE_DIR"<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    Open WebUI \u306e\u4e00\u6642\u5fa9\u5143\u8a66\u9a13\u3068 Qdrant \u306e\u4e00\u6642\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u5fa9\u5143\u8a66\u9a13\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u7ba1\u7406\u60c5\u5831\u3068\u691c\u7d22\u30c7\u30fc\u30bf\u3092\u305d\u308c\u305e\u308c\u4fdd\u5b58\u3067\u304d\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002\u969c\u5bb3\u6642\u306b\u306f\u4e21\u65b9\u3092\u540c\u3058\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u6642\u70b9\u3078\u623b\u3055\u306a\u3051\u308c\u3070\u3001Knowledge \u306e\u7ba1\u7406\u60c5\u5831\u3068 Qdrant \u306e\u70b9\u306e\u5bfe\u5fdc\u304c\u305a\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3002<\/p>\n

    10.7 \u66f4\u65b0\u524d\u306e\u72b6\u614b\u3068\u7248\u3092\u8a18\u9332\u3059\u308b<\/h3>\n

    Open WebUI \u306e\u66f4\u65b0\u3067\u306f\u3001\u6c38\u7d9a\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u3001\u5909\u66f4\u70b9\u3092\u78ba\u8a8d\u3057\u3001\u7279\u5b9a\u306e\u7248\u3078\u56fa\u5b9a\u3057\u305f\u3046\u3048\u3067\u30a4\u30e1\u30fc\u30b8\u3092\u518d\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u308b\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u79fb\u884c\u3092\u4f34\u3046\u66f4\u65b0\u3067\u306f\u3001\u5358\u306b\u65e7\u30a4\u30e1\u30fc\u30b8\u3078\u623b\u3057\u3066\u3082\u65e7\u7248\u304c\u66f4\u65b0\u5f8c\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u8aad\u3081\u306a\u3044\u53ef\u80fd\u6027\u304c\u3042\u308b\u305f\u3081\u3001\u66f4\u65b0\u524d\u306e\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u304c\u5fc5\u8981\u306b\u306a\u308b[39]<\/a>\u3002<\/p>\n

    \u66f4\u65b0\u524d\u306b\u3001Ollama\u3001\u30e2\u30c7\u30eb\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u30a4\u30e1\u30fc\u30b8\u3001\u5c55\u958b\u5f8c\u306e Compose \u69cb\u6210\u3092\u8a18\u9332\u3059\u308b\u3002<\/p>\n

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    <\/div><\/td>
    cd "$HOME\/local-rag"
    \n
    \nSTAMP=$(date '+%Y%m%d-%H%M%S')
    \nRECORD="backup\/versions-before-${STAMP}.txt"
    \nEXPANDED="backup\/compose-expanded-before-${STAMP}.yaml"
    \n
    \numask 077
    \n
    \n{
    \n  printf '%s\\n' '=== Ollama ==='
    \n  ollama --version
    \n
    \n  printf '\\n%s\\n' '=== Ollama models ==='
    \n  ollama list
    \n
    \n  printf '\\n%s\\n' '=== Docker Compose images ==='
    \n  docker compose images
    \n} > "$RECORD"
    \n
    \ndocker compose config \\
    \n  > "$EXPANDED"
    \n
    \nchmod 600 "$RECORD" "$EXPANDED"
    \n
    \nshasum -a 256 "$RECORD" "$EXPANDED"<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    \u5c55\u958b\u5f8c\u306e Compose \u69cb\u6210\u306b\u306f\u79d8\u5bc6\u5024\u304c\u542b\u307e\u308c\u308b\u305f\u3081\u3001\u5171\u6709\u8cc7\u6599\u3068\u3057\u3066\u6271\u308f\u306a\u3044\u3002\u66f4\u65b0\u524d\u8a18\u9332\u306e\u76ee\u7684\u306f\u3001\u4f7f\u7528\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u30bf\u30b0\u3001\u74b0\u5883\u5909\u6570\u3001\u30dd\u30fc\u30c8\u3001\u4fdd\u5b58\u5148\u3092\u969c\u5bb3\u767a\u751f\u5f8c\u306b\u518d\u73fe\u3059\u308b\u3053\u3068\u3067\u3042\u308b\u3002<\/p>\n

    \u66f4\u65b0\u524d\u306b\u306f\u3001\u5c11\u306a\u304f\u3068\u3082\u6b21\u306e\u4fdd\u5b58\u7269\u304c\u305d\u308d\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
    \u4fdd\u5b58\u7269<\/th>\n\u5fa9\u5143\u5bfe\u8c61<\/th>\n<\/tr>\n<\/thead>\n
    Open WebUI \u30a2\u30fc\u30ab\u30a4\u30d6<\/td>\n\u5229\u7528\u8005\u3001\u4f1a\u8a71\u3001Knowledge \u7ba1\u7406\u60c5\u5831\u3001\u767b\u9332\u30d5\u30a1\u30a4\u30eb\u3001\u69cb\u6210\u3001\u79d8\u5bc6\u5024<\/td>\n<\/tr>\n
    Qdrant \u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8<\/td>\n\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u8a2d\u5b9a\u3001\u30d9\u30af\u30c8\u30eb\u3001\u4ed8\u968f\u60c5\u5831\u3001\u7d22\u5f15<\/td>\n<\/tr>\n
    \u539f\u6587<\/td>\n\u518d\u7d22\u5f15\u306b\u4f7f\u7528\u3059\u308b\u5165\u529b\u6587\u66f8<\/td>\n<\/tr>\n
    \u7248\u8a18\u9332<\/td>\n\u66f4\u65b0\u524d\u306e Ollama\u3001\u30e2\u30c7\u30eb\u3001Open WebUI\u3001Qdrant \u306e\u7248<\/td>\n<\/tr>\n
    \u56de\u5e30\u8a66\u9a13\u7d50\u679c<\/td>\nT0 \u304b\u3089 T5 \u306e\u691c\u7d22\u7d50\u679c\u3068\u56de\u7b54<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    10.8 Open WebUI \u3068 Qdrant \u3092\u5225\u3005\u306b\u66f4\u65b0\u3059\u308b<\/h3>\n

    Open WebUI \u3068 Qdrant \u3092\u540c\u6642\u306b\u66f4\u65b0\u3059\u308b\u3068\u3001\u6587\u66f8\u767b\u9332\u3084\u691c\u7d22\u304c\u5931\u6557\u3057\u305f\u5834\u5408\u306b\u3001\u3069\u3061\u3089\u306e\u5909\u66f4\u304c\u539f\u56e0\u304b\u3092\u7279\u5b9a\u3067\u304d\u306a\u3044\u3002\u6700\u521d\u306b Open WebUI \u3060\u3051\u3092\u66f4\u65b0\u3057\u3001\u56de\u5e30\u8a66\u9a13\u3092\u5b8c\u4e86\u3057\u3066\u304b\u3089 Qdrant \u3092\u66f4\u65b0\u3059\u308b\u3002<\/p>\n

    .env \u306e OPEN_WEBUI_IMAGE \u3092\u66f4\u65b0\u5148\u306e\u56fa\u5b9a\u30bf\u30b0\u3078\u5909\u66f4\u3059\u308b\u3002main \u3084 latest \u3078\u7f6e\u304d\u63db\u3048\u305a\u3001\u66f4\u65b0\u5bfe\u8c61\u306e\u7248\u3092\u660e\u793a\u3059\u308b\u3002<\/p>\n

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    docker compose config --quiet
    \ndocker compose pull open-webui
    \ndocker compose up -d \\
    \n  --no-deps \\
    \n  open-webui
    \n
    \ndocker compose ps open-webui
    \ndocker compose logs --tail=200 open-webui<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

    Open WebUI \u306e\u66f4\u65b0\u5f8c\u306b\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u30fc\u306e\u53e4\u3044\u753b\u9762\u8cc7\u6e90\u304c\u6b8b\u308b\u5834\u5408\u304c\u3042\u308b\u305f\u3081\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u5f37\u5236\u518d\u8aad\u307f\u8fbc\u307f\u3059\u308b[39]<\/a>\u3002\u305d\u306e\u3046\u3048\u3067\u3001\u6b21\u306e\u9806\u306b\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

      \n
    1. \u65e2\u5b58\u306e\u5229\u7528\u8005\u3067\u30ed\u30b0\u30a4\u30f3\u3067\u304d\u308b\u3053\u3068\u3002<\/li>\n
    2. \u65b0\u898f\u767b\u9332\u304c\u7121\u52b9\u306e\u307e\u307e\u3067\u3042\u308b\u3053\u3068\u3002<\/li>\n
    3. \u65e2\u5b58\u306e\u4f1a\u8a71\u3068 Knowledge \u304c\u8868\u793a\u3055\u308c\u308b\u3053\u3068\u3002<\/li>\n
    4. Ollama \u306e\u751f\u6210\u7528\u30e2\u30c7\u30eb\u304c\u8868\u793a\u3055\u308c\u3001\u901a\u5e38\u5bfe\u8a71\u304c\u6210\u529f\u3059\u308b\u3053\u3068\u3002<\/li>\n
    5. \u65e2\u5b58\u306e Argolet \u6587\u66f8\u306b\u3064\u3044\u3066 T1 \u304b\u3089 T5 \u304c\u6210\u7acb\u3059\u308b\u3053\u3068\u3002<\/li>\n
    6. \u65b0\u3057\u3044\u691c\u8a3c\u6587\u66f8\u3092\u767b\u9332\u3057\u3001Qdrant \u306e\u70b9\u6570\u304c\u5897\u3048\u308b\u3053\u3068\u3002<\/li>\n
    7. \u767b\u9332\u3057\u305f\u65b0\u3057\u3044\u60c5\u5831\u3092\u691c\u7d22\u3067\u304d\u308b\u3053\u3068\u3002<\/li>\n<\/ol>\n

      \u65e2\u5b58 Knowledge \u306e\u691c\u7d22\u3060\u3051\u3067\u306f\u3001\u65e7\u30c7\u30fc\u30bf\u3092\u8aad\u3081\u308b\u3053\u3068\u3057\u304b\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3002\u65b0\u3057\u3044\u6587\u66f8\u767b\u9332\u3092\u542b\u3081\u308b\u3053\u3068\u3067\u3001\u6587\u5b57\u62bd\u51fa\u3001\u57cb\u3081\u8fbc\u307f\u751f\u6210\u3001Qdrant \u3078\u306e\u65b0\u898f\u4fdd\u5b58\u307e\u3067\u3001\u66f4\u65b0\u5f8c\u306e\u66f8\u304d\u8fbc\u307f\u7d4c\u8def\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

      Open WebUI \u306e\u56de\u5e30\u8a66\u9a13\u304c\u5b8c\u4e86\u3057\u305f\u5f8c\u306b\u3001.env \u306e QDRANT_IMAGE \u3092\u66f4\u65b0\u5148\u306e\u56fa\u5b9a\u30bf\u30b0\u3078\u5909\u66f4\u3059\u308b\u3002<\/p>\n

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      docker compose config --quiet
      \ndocker compose pull qdrant
      \ndocker compose up -d \\
      \n  --no-deps \\
      \n  qdrant
      \n
      \ndocker compose ps qdrant
      \ndocker compose logs --tail=200 qdrant<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

      Qdrant \u306e\u66f4\u65b0\u5f8c\u306b\u306f\u3001\u30d8\u30eb\u30b9\u30c1\u30a7\u30c3\u30af\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u4e00\u89a7\u3001\u70b9\u6570\u3001\u30d9\u30af\u30c8\u30eb\u6b21\u5143\u3001\u4ed8\u968f\u60c5\u5831\u3092\u78ba\u8a8d\u3059\u308b\u3002\u7d9a\u3044\u3066 T1 \u304b\u3089 T5 \u3068\u3001\u65b0\u3057\u3044\u6587\u66f8\u306e\u767b\u9332\u8a66\u9a13\u3092\u518d\u5b9f\u884c\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n
      \u66f4\u65b0\u5bfe\u8c61<\/th>\n\u66f4\u65b0\u5f8c\u306b\u5fc5\u8981\u306a\u8a66\u9a13<\/th>\n<\/tr>\n<\/thead>\n
      Open WebUI<\/td>\n\u30ed\u30b0\u30a4\u30f3\u3001\u4f1a\u8a71\u3001Knowledge\u3001\u901a\u5e38\u5bfe\u8a71\u3001\u65e2\u5b58\u691c\u7d22\u3001\u65b0\u898f\u6587\u66f8\u767b\u9332\u3001\u56de\u7b54\u5fe0\u5b9f\u6027<\/td>\n<\/tr>\n
      Qdrant<\/td>\n\u8d77\u52d5\u3001\u8a8d\u8a3c\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3001\u70b9\u6570\u3001\u4ed8\u968f\u60c5\u5831\u3001\u65e2\u5b58\u691c\u7d22\u3001\u65b0\u898f\u70b9\u4fdd\u5b58<\/td>\n<\/tr>\n
      \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb<\/td>\n\u57cb\u3081\u8fbc\u307f API\u3001\u6b21\u5143\u6570\u3001Knowledge \u306e\u518d\u7d22\u5f15\u3001\u8a00\u3044\u63db\u3048\u691c\u7d22<\/td>\n<\/tr>\n
      \u751f\u6210\u7528 LLM<\/td>\n\u901a\u5e38\u5bfe\u8a71\u3001\u6761\u4ef6\u4fdd\u6301\u3001\u56de\u7b54\u4fdd\u7559\u3001\u751f\u6210\u901f\u5ea6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      10.9 \u66f4\u65b0\u5931\u6557\u6642\u306f\u30a4\u30e1\u30fc\u30b8\u3068\u4fdd\u5b58\u72b6\u614b\u3092\u5206\u3051\u3066\u623b\u3059<\/h3>\n

      \u66f4\u65b0\u5f8c\u306b\u969c\u5bb3\u304c\u8d77\u304d\u305f\u5834\u5408\u3001\u6700\u521d\u306b\u5909\u66f4\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u30bf\u30b0\u3092\u65e7\u7248\u3078\u623b\u3059\u3002\u305f\u3060\u3057\u3001\u66f4\u65b0\u6642\u306b Open WebUI \u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u79fb\u884c\u3084 Qdrant \u306e\u4fdd\u5b58\u5f62\u5f0f\u5909\u66f4\u304c\u884c\u308f\u308c\u305f\u5834\u5408\u3001\u65e7\u30a4\u30e1\u30fc\u30b8\u3078\u623b\u3059\u3060\u3051\u3067\u306f\u5fa9\u65e7\u3057\u306a\u3044\u3002\u66f4\u65b0\u524d\u306e\u4fdd\u5b58\u72b6\u614b\u3082\u540c\u3058\u6642\u70b9\u3078\u623b\u3059\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

      Open WebUI \u3092\u66f4\u65b0\u524d\u3078\u623b\u3059\u5834\u5408\u306f\u3001\u73fe\u5728\u306e\u969c\u5bb3\u72b6\u614b\u3092\u5225\u540d\u3067\u6b8b\u3057\u3001\u66f4\u65b0\u524d\u30a2\u30fc\u30ab\u30a4\u30d6\u304b\u3089\u6c38\u7d9a\u9818\u57df\u3068\u69cb\u6210\u3092\u5fa9\u5143\u3059\u308b\u3002<\/p>\n

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      <\/div><\/td>
      cd "$HOME\/local-rag"
      \n
      \nARCHIVE='backup\/open-webui-\u66f4\u65b0\u524d\u306e\u65e5\u6642.tar.gz'
      \nFAILED_STAMP=$(date '+%Y%m%d-%H%M%S')
      \n
      \ndocker compose stop open-webui
      \n
      \nmv data\/open-webui \\
      \n  "data\/open-webui.failed-${FAILED_STAMP}"
      \n
      \ntar -xzf "$ARCHIVE" \\
      \n  data\/open-webui \\
      \n  documents \\
      \n  compose.yaml \\
      \n  .env
      \n
      \nchmod 600 .env
      \n
      \ndocker compose config --quiet
      \ndocker compose up -d open-webui<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

      \u5fa9\u5143\u5f8c\u306b\u306f\u3001\u5229\u7528\u8005\u3001\u4f1a\u8a71\u3001Knowledge \u304c\u623b\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002Open WebUI \u306e\u7ba1\u7406\u60c5\u5831\u3092\u66f4\u65b0\u524d\u3078\u623b\u3057\u305f\u5834\u5408\u3001Qdrant \u3082\u5bfe\u5fdc\u3059\u308b\u66f4\u65b0\u524d\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3078\u623b\u3059\u5fc5\u8981\u304c\u3042\u308b\u304b\u3092\u5224\u65ad\u3059\u308b\u3002\u66f4\u65b0\u5f8c\u306b\u6587\u66f8\u306e\u8ffd\u52a0\u3001\u524a\u9664\u3001\u518d\u7d22\u5f15\u3092\u884c\u3063\u3066\u3044\u305f\u5834\u5408\u3001\u4e21\u8005\u306e\u6642\u70b9\u306f\u4e00\u81f4\u3057\u306a\u3044\u3002<\/p>\n

      Qdrant \u306e\u5143\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u304b\u3089\u623b\u3059\u5834\u5408\u306f\u3001Open WebUI \u3092\u505c\u6b62\u3057\u3001\u73fe\u5728\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u5b9f\u884c\u3059\u308b\u3002\u6b21\u306e\u64cd\u4f5c\u306f\u65e2\u5b58\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u524a\u9664\u3059\u308b\u305f\u3081\u3001\u5fa9\u5143\u8a66\u9a13\u6e08\u307f\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u6307\u5b9a\u3059\u308b\u3002<\/p>\n

      \n

      \u6b21\u306e\u624b\u9806\u306f\u5bfe\u8c61\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u524a\u9664\u3059\u308b\u3002\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d\u3001\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3001\u66f4\u65b0\u524d\u306e Open WebUI \u30a2\u30fc\u30ab\u30a4\u30d6\u304c\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3066\u304b\u3089\u5b9f\u884c\u3059\u308b\u3002<\/p>\n<\/div>\n

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      <\/div><\/td>
      COLLECTION='\u5fa9\u5143\u3059\u308b\u5b9f\u969b\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u540d'
      \nSNAPSHOT_FILE='backup\/\u5fa9\u5143\u3059\u308b\u5b9f\u969b\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8.snapshot'
      \n
      \nENCODED_COLLECTION=$(
      \n  python3 -c \\
      \n    'import sys, urllib.parse; print(urllib.parse.quote(sys.argv[1], safe=""))' \\
      \n    "$COLLECTION"
      \n)
      \n
      \ndocker compose stop open-webui
      \n
      \n(
      \n  set -a
      \n  . .\/.env
      \n  set +a
      \n
      \n  curl -fsS \\
      \n    -X DELETE \\
      \n    -H "api-key: ${QDRANT_API_KEY}" \\
      \n    "http:\/\/127.0.0.1:6333\/collections\/${ENCODED_COLLECTION}" \\
      \n    | python3 -m json.tool
      \n
      \n  curl -fsS \\
      \n    -X POST \\
      \n    -H "api-key: ${QDRANT_API_KEY}" \\
      \n    -F "snapshot=@${SNAPSHOT_FILE}" \\
      \n    "http:\/\/127.0.0.1:6333\/collections\/${ENCODED_COLLECTION}\/snapshots\/upload?priority=snapshot" \\
      \n    | python3 -m json.tool
      \n)
      \n
      \ndocker compose start open-webui<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

      \u5fa9\u5143\u5f8c\u306b\u306f\u70b9\u6570\u3001\u30d9\u30af\u30c8\u30eb\u6b21\u5143\u3001\u4ed8\u968f\u60c5\u5831\u3092\u78ba\u8a8d\u3057\u3001T1 \u304b\u3089 T5 \u3092\u518d\u5b9f\u884c\u3059\u308b\u3002\u753b\u9762\u304c\u8d77\u52d5\u3057\u305f\u3053\u3068\u3084\u70b9\u6570\u304c\u623b\u3063\u305f\u3053\u3068\u3060\u3051\u3067\u306f\u3001Open WebUI \u306e Knowledge \u3068 Qdrant \u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304c\u518d\u3073\u5bfe\u5fdc\u3057\u305f\u3068\u306f\u5224\u65ad\u3067\u304d\u306a\u3044\u3002<\/p>\n

      10.10 \u69cb\u6210\u5024\u306e\u4fdd\u5b58\u5834\u6240\u3092\u4e00\u3064\u305a\u3064\u56fa\u5b9a\u3059\u308b<\/h3>\n

      Open WebUI \u306e\u4e00\u90e8\u306e\u74b0\u5883\u5909\u6570\u306f\u3001\u65e2\u5b9a\u3067\u306f ConfigVar \u3068\u3057\u3066\u5185\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u4fdd\u5b58\u3055\u308c\u3001\u5f8c\u306e\u8d77\u52d5\u3067\u306f\u5916\u90e8\u74b0\u5883\u5909\u6570\u3088\u308a\u512a\u5148\u3055\u308c\u308b\u3002\u672c\u69cb\u6210\u3067\u306f ENABLE_PERSISTENT_CONFIG=False \u3068\u3057\u3066\u3044\u308b\u305f\u3081\u3001Compose \u304b\u3089\u6e21\u3057\u305f\u74b0\u5883\u5909\u6570\u3092\u6bce\u56de\u8aad\u307f\u8fbc\u307f\u3001\u7ba1\u7406\u753b\u9762\u3067\u5909\u66f4\u3057\u305f ConfigVar \u306f\u518d\u8d77\u52d5\u5f8c\u306b\u4fdd\u5b58\u3055\u308c\u306a\u3044[20]<\/a>\u3002<\/p>\n

      \u5143\u7a3f\u306e\u3088\u3046\u306b\u3001\u521d\u671f\u69cb\u6210\u3092 Compose \u3067\u6307\u5b9a\u3057\u305f\u5f8c\u3001\u7ba1\u7406\u753b\u9762\u306e\u5909\u66f4\u3092\u5225\u306e\u8a2d\u5b9a\u6e90\u3068\u3057\u3066\u4f75\u7528\u3059\u308b\u3068\u3001\u753b\u9762\u4e0a\u306e\u5024\u3068\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u306e\u3069\u3061\u3089\u304c\u6b63\u3057\u3044\u304b\u5224\u5225\u3067\u304d\u306a\u304f\u306a\u308b\u3002\u672c\u69cb\u6210\u3067\u306f\u3001\u63a5\u7d9a\u5148\u3001\u691c\u7d22\u8a2d\u5b9a\u3001\u6587\u66f8\u5206\u5272\u6761\u4ef6\u3092 compose.yaml \u3068 .env \u3078\u96c6\u7d04\u3059\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n
      \u60c5\u5831<\/th>\n\u6b63\u3068\u3059\u308b\u4fdd\u5b58\u5834\u6240<\/th>\n\u66f4\u65b0\u65b9\u6cd5<\/th>\n<\/tr>\n<\/thead>\n
      \u30b5\u30fc\u30d3\u30b9\u69cb\u6210\u3001\u30dd\u30fc\u30c8\u3001\u4fdd\u5b58\u5148<\/td>\ncompose.yaml<\/td>\n\u30d5\u30a1\u30a4\u30eb\u3092\u5909\u66f4\u3057\u3001\u69cb\u6587\u78ba\u8a8d\u5f8c\u306b\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u4f5c\u6210\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u30a4\u30e1\u30fc\u30b8\u7248\u3001\u30e2\u30c7\u30eb\u540d\u3001API \u9375\u3001\u79d8\u5bc6\u9375<\/td>\n.env<\/td>\n\u6a29\u9650 600 \u306e\u307e\u307e\u5909\u66f4\u3057\u3001\u5bfe\u8c61\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u4f5c\u6210\u3059\u308b\u3002<\/td>\n<\/tr>\n
      Ollama\u3001Qdrant\u3001\u691c\u7d22\u3001\u5206\u5272\u306e\u8a2d\u5b9a<\/td>\ncompose.yaml \u306e\u74b0\u5883\u5909\u6570<\/td>\n\u7ba1\u7406\u753b\u9762\u3060\u3051\u3067\u5909\u66f4\u305b\u305a\u3001\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u3092\u5909\u66f4\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u5229\u7528\u8005\u3001\u4f1a\u8a71\u3001Knowledge \u7ba1\u7406\u60c5\u5831<\/td>\ndata\/open-webui<\/td>\nOpen WebUI \u306e\u901a\u5e38\u64cd\u4f5c\u306b\u3088\u3063\u3066\u66f4\u65b0\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u30d9\u30af\u30c8\u30eb\u3001\u4ed8\u968f\u60c5\u5831\u3001\u7d22\u5f15<\/td>\ndata\/qdrant<\/td>\n\u6587\u66f8\u767b\u9332\u3001\u524a\u9664\u3001\u518d\u7d22\u5f15\u306b\u3088\u3063\u3066\u66f4\u65b0\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u518d\u7d22\u5f15\u7528\u306e\u539f\u6587<\/td>\ndocuments<\/td>\n\u767b\u9332\u3057\u305f\u7248\u3068\u30cf\u30c3\u30b7\u30e5\u5024\u3092\u5bfe\u5fdc\u3055\u305b\u3066\u7ba1\u7406\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u5fa9\u5143\u70b9<\/td>\nbackup \u306e\u30a2\u30fc\u30ab\u30a4\u30d6\u3068\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8<\/td>\n\u66f4\u65b0\u524d\u304a\u3088\u3073\u91cd\u8981\u306a\u6587\u66f8\u5909\u66f4\u524d\u306b\u65b0\u3057\u304f\u4f5c\u6210\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u7ba1\u7406\u753b\u9762\u3067\u8a2d\u5b9a\u5024\u3092\u8a66\u9a13\u7684\u306b\u5909\u66f4\u3067\u304d\u308b\u5834\u5408\u3067\u3082\u3001\u518d\u8d77\u52d5\u5f8c\u306b\u6b8b\u308b\u3068\u306f\u6271\u308f\u306a\u3044\u3002\u63a1\u7528\u3059\u308b\u5024\u304c\u6c7a\u307e\u3063\u305f\u6642\u70b9\u3067 compose.yaml \u307e\u305f\u306f .env \u3078\u53cd\u6620\u3057\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u4f5c\u6210\u3057\u305f\u5f8c\u306b\u5b9f\u884c\u4e2d\u306e\u74b0\u5883\u5909\u6570\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/p>\n

      10.11 \u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u306b\u542b\u307e\u308c\u306a\u3044\u5b9f\u884c\u8cc7\u6e90\u3092\u78ba\u8a8d\u3059\u308b<\/h3>\n

      Open WebUI \u306e\u30a2\u30fc\u30ab\u30a4\u30d6\u3068 Qdrant \u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3060\u3051\u3067\u306f\u3001MacBook Pro \u3092\u5931\u3063\u305f\u5834\u5408\u306e\u5b8c\u5168\u306a\u30aa\u30d5\u30e9\u30a4\u30f3\u5fa9\u5143\u306b\u306f\u306a\u3089\u306a\u3044\u3002Ollama \u306e\u30e2\u30c7\u30eb\u30c7\u30fc\u30bf\u3068 Docker \u30a4\u30e1\u30fc\u30b8\u306f\u3001\u3053\u306e\u7ae0\u3067\u4f5c\u6210\u3057\u305f Open WebUI \u30a2\u30fc\u30ab\u30a4\u30d6\u306b\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u3002<\/p>\n\n\n\n\n\n\n\n\n\n
      \u8cc7\u6e90<\/th>\n\u901a\u5e38\u306e\u5fa9\u5143\u65b9\u6cd5<\/th>\n\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5207\u65ad\u4e0b\u3067\u5fc5\u8981\u306a\u4fdd\u5b58<\/th>\n<\/tr>\n<\/thead>\n
      Open WebUI \u30c7\u30fc\u30bf<\/td>\n\u505c\u6b62\u6642\u30a2\u30fc\u30ab\u30a4\u30d6\u304b\u3089\u5fa9\u5143\u3059\u308b\u3002<\/td>\n\u30a2\u30fc\u30ab\u30a4\u30d6\u3092\u6697\u53f7\u5316\u3057\u3066\u5225\u5a92\u4f53\u3078\u4fdd\u5b58\u3059\u308b\u3002<\/td>\n<\/tr>\n
      Qdrant \u30c7\u30fc\u30bf<\/td>\n\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u304b\u3089\u5fa9\u5143\u3059\u308b\u3002<\/td>\n\u5404\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u5225\u5a92\u4f53\u3078\u4fdd\u5b58\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u539f\u6587<\/td>\ndocuments \u304b\u3089\u518d\u767b\u9332\u3059\u308b\u3002<\/td>\n\u539f\u6587\u3068\u30cf\u30c3\u30b7\u30e5\u5024\u3092\u5225\u5a92\u4f53\u3078\u4fdd\u5b58\u3059\u308b\u3002<\/td>\n<\/tr>\n
      Docker \u30a4\u30e1\u30fc\u30b8<\/td>\n\u56fa\u5b9a\u30bf\u30b0\u3092\u518d\u53d6\u5f97\u3059\u308b\u3002<\/td>\ndocker image save \u3067\u30a4\u30e1\u30fc\u30b8\u672c\u4f53\u3092\u4fdd\u5b58\u3059\u308b\u3002<\/td>\n<\/tr>\n
      Ollama \u30e2\u30c7\u30eb<\/td>\n\u30e2\u30c7\u30eb\u30bf\u30b0\u3092\u6307\u5b9a\u3057\u3066\u518d\u53d6\u5f97\u3059\u308b\u3002<\/td>\nOllama \u306e\u30e2\u30c7\u30eb\u4fdd\u5b58\u9818\u57df\u3092\u5225\u9014\u4fdd\u5168\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      Docker \u30a4\u30e1\u30fc\u30b8\u3082\u7aef\u672b\u5185\u3078\u4fdd\u5b58\u3059\u308b\u5834\u5408\u306f\u3001\u56fa\u5b9a\u3057\u305f\u30a4\u30e1\u30fc\u30b8\u540d\u3092\u4e00\u3064\u306e\u30a2\u30fc\u30ab\u30a4\u30d6\u3078\u51fa\u529b\u3059\u308b\u3002<\/p>\n

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      <\/div><\/td>
      (
      \n  set -a
      \n  . .\/.env
      \n  set +a
      \n
      \n  STAMP=$(date '+%Y%m%d-%H%M%S')
      \n  IMAGE_ARCHIVE="backup\/local-rag-images-${STAMP}.tar.gz"
      \n
      \n  umask 077
      \n
      \n  docker image save \\
      \n    "$OPEN_WEBUI_IMAGE" \\
      \n    "$QDRANT_IMAGE" |
      \n    gzip > "$IMAGE_ARCHIVE"
      \n
      \n  shasum -a 256 "$IMAGE_ARCHIVE" \\
      \n    > "${IMAGE_ARCHIVE}.sha256"
      \n
      \n  chmod 600 \\
      \n    "$IMAGE_ARCHIVE" \\
      \n    "${IMAGE_ARCHIVE}.sha256"
      \n)<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

      \u5fa9\u5143\u6642\u306b\u306f\u6b21\u306e\u3088\u3046\u306b\u8aad\u307f\u8fbc\u3080\u3002<\/p>\n

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      <\/div><\/td>
      gzip -dc \\
      \n  backup\/local-rag-images-\u5b9f\u969b\u306e\u65e5\u6642.tar.gz |
      \n  docker image load<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

      \u30e2\u30c7\u30eb\u3084\u30a4\u30e1\u30fc\u30b8\u3092\u518d\u53d6\u5f97\u3067\u304d\u308b\u901a\u5e38\u904b\u7528\u3067\u306f\u3001\u5bb9\u91cf\u306e\u5927\u304d\u3044\u5b9f\u884c\u8cc7\u6e90\u3092\u6bce\u56de\u4fdd\u5b58\u3059\u308b\u5fc5\u8981\u306f\u306a\u3044\u3002\u4e00\u65b9\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5207\u65ad\u5f8c\u3082\u5fa9\u65e7\u3067\u304d\u308b\u3053\u3068\u3092\u8981\u4ef6\u3068\u3059\u308b\u306a\u3089\u3001\u30c7\u30fc\u30bf\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u884c\u306b\u5fc5\u8981\u306a\u30e2\u30c7\u30eb\u3068\u30a4\u30e1\u30fc\u30b8\u3082\u5fa9\u65e7\u5bfe\u8c61\u3078\u542b\u3081\u308b\u3002<\/p>\n

      10.12 \u904b\u7528\u5de5\u7a0b\u306e\u5b8c\u4e86\u6761\u4ef6\u3092\u56fa\u5b9a\u3059\u308b<\/h3>\n\n\n\n\n\n\n\n\n\n\n\n\n\n
      \u78ba\u8a8d\u5de5\u7a0b<\/th>\n\u5b8c\u4e86\u6761\u4ef6<\/th>\n<\/tr>\n<\/thead>\n
      \u30b3\u30f3\u30c6\u30ca\u30fc\u518d\u8d77\u52d5<\/td>\n\u5229\u7528\u8005\u3001\u4f1a\u8a71\u3001Knowledge\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3001\u691c\u7d22\u7d50\u679c\u304c\u6b8b\u308b\u3002<\/td>\n<\/tr>\n
      Docker Desktop \u518d\u8d77\u52d5<\/td>\n\u30d0\u30a4\u30f3\u30c9\u5148\u304b\u3089\u72b6\u614b\u3092\u8aad\u307f\u76f4\u3057\u3001\u540c\u3058\u5bfe\u7167\u8a66\u9a13\u304c\u6210\u7acb\u3059\u308b\u3002<\/td>\n<\/tr>\n
      MacBook Pro \u518d\u8d77\u52d5<\/td>\nOllama \u3068 Docker Desktop \u306e\u8d77\u52d5\u5f8c\u3001\u540c\u3058\u51e6\u7406\u7d4c\u8def\u3092\u518d\u73fe\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n
      \u30b3\u30f3\u30c6\u30ca\u30fc\u518d\u4f5c\u6210<\/td>\ndocker compose down \u5f8c\u306e\u518d\u4f5c\u6210\u3067\u3082\u72b6\u614b\u304c\u7dad\u6301\u3055\u308c\u308b\u3002<\/td>\n<\/tr>\n
      Open WebUI \u4fdd\u5b58<\/td>\n\u505c\u6b62\u6642\u30a2\u30fc\u30ab\u30a4\u30d6\u3092\u4f5c\u6210\u3057\u3001SQLite \u306e\u6574\u5408\u6027\u3068\u4e00\u6642\u8d77\u52d5\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n
      Qdrant \u4fdd\u5b58<\/td>\n\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u4e00\u6642\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3078\u5fa9\u5143\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n
      \u66f4\u65b0<\/td>\nOpen WebUI \u3068 Qdrant \u3092\u5225\u3005\u306b\u66f4\u65b0\u3057\u3001\u5404\u6bb5\u968e\u3067\u56de\u5e30\u8a66\u9a13\u3092\u901a\u904e\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u30ed\u30fc\u30eb\u30d0\u30c3\u30af<\/td>\n\u65e7\u30a4\u30e1\u30fc\u30b8\u3060\u3051\u3067\u306a\u304f\u3001\u5bfe\u5fdc\u3059\u308b\u66f4\u65b0\u524d\u30c7\u30fc\u30bf\u3078\u623b\u305b\u308b\u3002<\/td>\n<\/tr>\n
      \u8a2d\u5b9a\u7ba1\u7406<\/td>\nCompose \u3068 .env \u3092\u8a2d\u5b9a\u306e\u6b63\u3068\u3057\u3001\u518d\u8d77\u52d5\u5f8c\u306e\u5024\u3092\u518d\u73fe\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u30ed\u30fc\u30ab\u30eb RAG \u306e\u904b\u7528\u6761\u4ef6\u306f\u3001\u69cb\u7bc9\u76f4\u5f8c\u306b\u4e00\u5ea6\u3060\u3051\u6b63\u7b54\u3059\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3002MacBook Pro\u3001Docker Desktop\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u518d\u8d77\u52d5\u3057\u3066\u3082\u72b6\u614b\u304c\u6b8b\u308a\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u524a\u9664\u3057\u3066\u3082\u69cb\u6210\u304b\u3089\u518d\u4f5c\u6210\u3067\u304d\u3001\u66f4\u65b0\u524d\u306e Open WebUI \u3068 Qdrant \u3092\u72ec\u7acb\u3057\u305f\u5fa9\u5143\u7269\u3068\u3057\u3066\u4fdd\u5b58\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

      \u3055\u3089\u306b\u3001\u4fdd\u5b58\u7269\u306f\u5b9f\u969b\u306b\u4e00\u6642\u74b0\u5883\u3078\u5fa9\u5143\u3057\u3001\u5229\u7528\u8005\u60c5\u5831\u3001Knowledge\u3001\u70b9\u6570\u3001\u4ed8\u968f\u60c5\u5831\u3092\u8aad\u307f\u51fa\u305b\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u30d5\u30a1\u30a4\u30eb\u304c\u5b58\u5728\u3059\u308b\u3060\u3051\u3067\u306f\u3001\u5fa9\u5143\u7d4c\u8def\u304c\u6210\u7acb\u3057\u305f\u3053\u3068\u306b\u306f\u306a\u3089\u306a\u3044\u3002\u518d\u8d77\u52d5\u3001\u518d\u4f5c\u6210\u3001\u66f4\u65b0\u3001\u5fa9\u5143\u3092\u540c\u3058\u5bfe\u7167\u8a66\u9a13\u3067\u691c\u8a3c\u3067\u304d\u308b\u72b6\u614b\u306b\u306a\u3063\u3066\u521d\u3081\u3066\u3001\u3053\u306e\u69cb\u6210\u306f\u4e00\u6642\u7684\u306a\u5b9f\u9a13\u74b0\u5883\u3067\u306f\u306a\u304f\u3001\u7d99\u7d9a\u3057\u3066\u904b\u7528\u53ef\u80fd\u306a\u30ed\u30fc\u30ab\u30eb RAG \u3068\u306a\u308b\u3002<\/p>\n

      \n

      11. \u30ed\u30fc\u30ab\u30eb RAG \u306f\u89b3\u6e2c\u53ef\u80fd\u306a\u51e6\u7406\u7d4c\u8def\u3068\u3057\u3066\u5b8c\u6210\u3059\u308b<\/h2>\n

      11.1 \u4e09\u3064\u306e\u30b5\u30fc\u30d3\u30b9\u304c\u8d77\u52d5\u3057\u305f\u3060\u3051\u3067\u306f\u5b8c\u6210\u3057\u306a\u3044<\/h3>\n

      Ollama\u3001Open WebUI\u3001Qdrant \u3092\u540c\u3058 MacBook Pro \u4e0a\u3067\u8d77\u52d5\u3057\u3001\u30d6\u30e9\u30a6\u30b6\u30fc\u304b\u3089\u751f\u6210\u7528 LLM \u3068\u5bfe\u8a71\u3067\u304d\u3066\u3082\u3001\u30ed\u30fc\u30ab\u30eb RAG \u304c\u6210\u7acb\u3057\u305f\u3068\u306f\u3044\u3048\u306a\u3044\u3002\u901a\u5e38\u5bfe\u8a71\u306f Ollama \u3060\u3051\u3067\u5b8c\u7d50\u3059\u308b\u305f\u3081\u3001\u6587\u66f8\u62bd\u51fa\u3001\u57cb\u3081\u8fbc\u307f\u751f\u6210\u3001Qdrant \u3078\u306e\u4fdd\u5b58\u3001\u985e\u4f3c\u691c\u7d22\u306e\u3044\u305a\u308c\u304b\u304c\u505c\u6b62\u3057\u3066\u3044\u3066\u3082\u3001\u81ea\u7136\u306a\u56de\u7b54\u304c\u8fd4\u308b\u5834\u5408\u304c\u3042\u308b\u3002<\/p>\n

      \u672c\u69cb\u6210\u3067\u78ba\u8a8d\u3057\u305f\u306e\u306f\u3001\u4e09\u3064\u306e\u88fd\u54c1\u304c\u540c\u6642\u306b\u52d5\u304f\u3053\u3068\u3067\u306f\u306a\u3044\u3002\u6587\u66f8\u3092\u691c\u7d22\u53ef\u80fd\u306a\u30c1\u30e3\u30f3\u30af\u3078\u5909\u63db\u3057\u3001embeddinggemma \u3067\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3057\u3001Qdrant \u3078\u539f\u6587\u65ad\u7247\u3068\u3068\u3082\u306b\u4fdd\u5b58\u3057\u3001\u8cea\u554f\u6642\u306b\u95a2\u9023\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u3001\u305d\u306e\u6839\u62e0\u3092 qwen3.5:9b-q4_K_M \u3078\u6e21\u3059\u51e6\u7406\u7d4c\u8def\u3067\u3042\u308b\u3002<\/p>\n

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      <\/div><\/td>
      \u6587\u66f8\u767b\u9332
      \n
      \n\u539f\u6587
      \n  \u2193
      \nOpen WebUI \u304c\u6587\u5b57\u3092\u62bd\u51fa
      \n  \u2193
      \n\u898b\u51fa\u3057\u3068\u6587\u5b57\u6570\u306b\u57fa\u3065\u3044\u3066\u30c1\u30e3\u30f3\u30af\u5206\u5272
      \n  \u2193
      \nembeddinggemma \u304c\u6587\u66f8\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210
      \n  \u2193
      \nQdrant \u304c\u30d9\u30af\u30c8\u30eb\u3068\u539f\u6587\u65ad\u7247\u3092\u4fdd\u5b58
      \n
      \n
      \n\u8cea\u554f\u5fdc\u7b54
      \n
      \n\u8cea\u554f
      \n  \u2193
      \nOpen WebUI \u304c embeddinggemma \u3092\u547c\u3073\u51fa\u3059
      \n  \u2193
      \nQdrant \u304c\u8cea\u554f\u306b\u8fd1\u3044\u30c1\u30e3\u30f3\u30af\u3092\u8fd4\u3059
      \n  \u2193
      \nOpen WebUI \u304c\u8cea\u554f\u3068\u53d6\u5f97\u6839\u62e0\u3092\u7d44\u307f\u7acb\u3066\u308b
      \n  \u2193
      \nqwen3.5:9b-q4_K_M \u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b
      \n  \u2193
      \n\u51fa\u5178\u3068\u56de\u7b54\u3092\u500b\u5225\u306b\u8a55\u4fa1\u3059\u308b<\/div><\/td><\/tr><\/tbody><\/table><\/div>\n

      \u3053\u306e\u7d4c\u8def\u304c\u6700\u5f8c\u307e\u3067\u6210\u7acb\u3057\u3066\u3044\u308c\u3070\u3001\u751f\u6210\u7528 LLM \u304c\u5b66\u7fd2\u6642\u306b\u77e5\u3089\u306a\u304b\u3063\u305f Argolet \u306e\u672c\u756a\u4fdd\u5b88\u30dd\u30fc\u30c8\u3092\u3001Knowledge \u63a5\u7d9a\u6642\u306b\u3060\u3051 47821 \u3068\u56de\u7b54\u3067\u304d\u308b\u3002Lapis-7 \u624b\u9806\u3067\u306f\u63a5\u7d9a\u30ad\u30e5\u30fc\u3092\u505c\u6b62\u3057\u3066\u304b\u3089\u66f8\u304d\u8fbc\u307f\u51e6\u7406\u3092\u505c\u6b62\u3057\u3001\u5fa9\u65e7\u6761\u4ef6\u3067\u306f Rho-Blue \u304c 15 \u5206\u9593\u9023\u7d9a\u3057\u3066 0.20 \u672a\u6e80\u3067\u3042\u308b\u3053\u3068\u3092\u6b20\u843d\u306a\u304f\u8aac\u660e\u3067\u304d\u308b\u3002\u6587\u66f8\u306b\u8a18\u8f09\u3057\u3066\u3044\u306a\u3044\u958b\u767a\u8cac\u4efb\u8005\u540d\u306b\u3064\u3044\u3066\u306f\u3001\u4eba\u7269\u540d\u3092\u88dc\u308f\u305a\u3001\u78ba\u8a8d\u3067\u304d\u306a\u3044\u3068\u56de\u7b54\u3059\u308b\u3002<\/p>\n

      \u3053\u308c\u3089\u306e\u5bfe\u7167\u8a66\u9a13\u306b\u3088\u3063\u3066\u3001\u5358\u306b\u6b63\u3057\u3044\u6587\u5b57\u5217\u304c\u51fa\u529b\u3055\u308c\u305f\u306e\u3067\u306f\u306a\u304f\u3001\u5916\u90e8\u6587\u66f8\u304c\u8cea\u554f\u6642\u306e\u6839\u62e0\u3068\u3057\u3066\u4f7f\u308f\u308c\u305f\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002Knowledge \u672a\u63a5\u7d9a\u6642\u306e\u56de\u7b54\u3001\u63a5\u7d9a\u6642\u306b\u53d6\u5f97\u3055\u308c\u305f\u30c1\u30e3\u30f3\u30af\u3001\u51fa\u5178\u3001\u6700\u7d42\u56de\u7b54\u3092\u5206\u3051\u3066\u8a18\u9332\u3059\u308b\u3053\u3068\u3067\u3001\u5076\u7136\u306e\u6b63\u7b54\u3084\u4f1a\u8a71\u5c65\u6b74\u304b\u3089\u306e\u518d\u5229\u7528\u3092 RAG \u306e\u6210\u529f\u304b\u3089\u9664\u5916\u3067\u304d\u308b\u3002<\/p>\n

      11.2 \u8aa4\u7b54\u3092\u51e6\u7406\u6bb5\u968e\u3078\u623b\u305b\u308b\u3053\u3068\u304c\u5b9f\u7528\u6761\u4ef6\u306b\u306a\u308b<\/h3>\n

      \u89b3\u6e2c\u53ef\u80fd\u306a\u69cb\u6210\u3067\u306f\u3001\u6700\u7d42\u56de\u7b54\u304c\u8aa4\u3063\u305f\u5834\u5408\u306b\u3001\u51e6\u7406\u7d4c\u8def\u3092\u4e0a\u6d41\u3078\u305f\u3069\u3063\u3066\u539f\u56e0\u3092\u9650\u5b9a\u3067\u304d\u308b\u3002Qdrant \u306e\u4ed8\u968f\u60c5\u5831\u306b\u5fc5\u8981\u306a\u6587\u5b57\u5217\u304c\u306a\u3051\u308c\u3070\u3001\u751f\u6210\u7528 LLM \u3092\u5909\u66f4\u3059\u308b\u524d\u306b\u6587\u5b57\u62bd\u51fa\u3092\u8abf\u3079\u308b\u3002\u6587\u5b57\u5217\u306f\u5b58\u5728\u3059\u308b\u304c\u4e3b\u8a9e\u3068\u5024\u304c\u5225\u306e\u30c1\u30e3\u30f3\u30af\u3078\u5206\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3001\u91cd\u8907\u91cf\u3001\u539f\u6587\u69cb\u9020\u3092\u8abf\u6574\u3059\u308b\u3002<\/p>\n

      \u6b63\u3057\u3044\u672c\u6587\u304c\u4fdd\u5b58\u3055\u308c\u3066\u3044\u3066\u3082\u691c\u7d22\u4e0a\u4f4d\u3078\u5165\u3089\u306a\u3044\u5834\u5408\u306f\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3001\u8cea\u554f\u8868\u73fe\u3001\u53d6\u5f97\u4ef6\u6570\u3092\u78ba\u8a8d\u3059\u308b\u3002\u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u304c\u53d6\u5f97\u3055\u308c\u3066\u3044\u308b\u306e\u306b\u5024\u3001\u6761\u4ef6\u3001\u5de5\u7a0b\u9806\u5e8f\u3092\u8aa4\u308b\u5834\u5408\u306f\u3001\u751f\u6210\u7528 LLM\u3001\u7af6\u5408\u3059\u308b\u53d6\u5f97\u6587\u8108\u3001RAG \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u78ba\u8a8d\u3059\u308b\u3002\u51e6\u7406\u6bb5\u968e\u3092\u5206\u3051\u308b\u3053\u3068\u3067\u3001\u8aa4\u7b54\u3092\u4e00\u62ec\u3057\u3066\u300c\u30e2\u30c7\u30eb\u6027\u80fd\u304c\u4f4e\u3044\u300d\u3068\u51e6\u7406\u305b\u305a\u306b\u6e08\u3080\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n
      \u89b3\u5bdf\u3057\u305f\u5931\u6557<\/th>\n\u6700\u521d\u306b\u78ba\u8a8d\u3059\u308b\u6bb5\u968e<\/th>\n\u78ba\u8a8d\u5185\u5bb9<\/th>\n<\/tr>\n<\/thead>\n
      \u5fc5\u8981\u306a\u56fa\u6709\u6587\u5b57\u5217\u304c\u4fdd\u5b58\u3055\u308c\u3066\u3044\u306a\u3044<\/td>\n\u6587\u5b57\u62bd\u51fa<\/td>\n\u539f\u6587\u306e\u6587\u5b57\u5c64\u3001\u8aad\u307f\u9806\u3001\u62bd\u51fa\u5f8c\u306e\u672c\u6587\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u540d\u79f0\u3001\u5024\u3001\u6761\u4ef6\u304c\u5225\u3005\u306e\u70b9\u306b\u5206\u304b\u308c\u3066\u3044\u308b<\/td>\n\u30c1\u30e3\u30f3\u30af\u5206\u5272<\/td>\n\u539f\u6587\u69cb\u9020\u3001\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u3001\u91cd\u8907\u91cf\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u5fc5\u8981\u306a\u30c1\u30e3\u30f3\u30af\u304c\u691c\u7d22\u5019\u88dc\u3078\u73fe\u308c\u306a\u3044<\/td>\n\u57cb\u3081\u8fbc\u307f\u3068\u691c\u7d22<\/td>\n\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3001\u8cea\u554f\u306e\u8a00\u3044\u63db\u3048\u3001\u53d6\u5f97\u4ef6\u6570\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u6b63\u3057\u3044\u30c1\u30e3\u30f3\u30af\u3092\u53d6\u5f97\u3057\u3066\u3044\u308b\u306e\u306b\u8aa4\u7b54\u3059\u308b<\/td>\n\u751f\u6210<\/td>\n\u7af6\u5408\u3059\u308b\u6587\u8108\u3001\u56de\u7b54\u898f\u5247\u3001\u751f\u6210\u7528 LLM \u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u6587\u66f8\u306b\u306a\u3044\u4eba\u7269\u540d\u3084\u6570\u5024\u3092\u8ffd\u52a0\u3059\u308b<\/td>\n\u6839\u62e0\u5fe0\u5b9f\u6027<\/td>\n\u60c5\u5831\u4e0d\u8db3\u6642\u306e\u56de\u7b54\u4fdd\u7559\u3068\u6839\u62e0\u9650\u5b9a\u306e\u6307\u793a\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u518d\u8d77\u52d5\u5f8c\u306b Knowledge \u307e\u305f\u306f\u70b9\u304c\u6d88\u3048\u308b<\/td>\n\u6c38\u7d9a\u5316<\/td>\nOpen WebUI \u3068 Qdrant \u306e\u30d0\u30a4\u30f3\u30c9\u5148\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n
      \u66f4\u65b0\u5f8c\u306b\u65e2\u5b58\u6587\u66f8\u3060\u3051\u691c\u7d22\u3067\u304d\u306a\u3044<\/td>\n\u4e92\u63db\u6027\u3068\u518d\u7d22\u5f15<\/td>\n\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3001\u30c1\u30e3\u30f3\u30af\u6761\u4ef6\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u8a2d\u5b9a\u3092\u78ba\u8a8d\u3059\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u3053\u306e\u5207\u308a\u5206\u3051\u304c\u3067\u304d\u306a\u3044\u69cb\u6210\u3067\u306f\u3001\u56de\u7b54\u54c1\u8cea\u3092\u6539\u5584\u3059\u308b\u305f\u3073\u306b\u3001\u751f\u6210\u7528 LLM\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3001\u30c1\u30e3\u30f3\u30af\u8a2d\u5b9a\u3092\u7121\u4f5c\u70ba\u306b\u5909\u66f4\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u3002\u6539\u5584\u3057\u3066\u3082\u539f\u56e0\u3092\u8aac\u660e\u3067\u304d\u305a\u3001\u5225\u306e\u6587\u66f8\u3084\u66f4\u65b0\u5f8c\u306e\u74b0\u5883\u3067\u518d\u73fe\u3067\u304d\u306a\u3044\u3002\u51e6\u7406\u5883\u754c\u3054\u3068\u306b\u78ba\u8a8d\u53ef\u80fd\u306a\u4e8b\u5b9f\u3092\u7f6e\u304f\u3053\u3068\u304c\u3001\u30ed\u30fc\u30ab\u30eb RAG \u3092\u8abf\u6574\u53ef\u80fd\u306a\u6280\u8853\u57fa\u76e4\u3078\u5909\u3048\u308b\u3002<\/p>\n

      11.3 Qdrant \u3092\u5206\u96e2\u3059\u308b\u610f\u5473\u306f\u4e2d\u9593\u72b6\u614b\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3053\u3068\u306b\u3042\u308b<\/h3>\n

      Qdrant \u3092\u72ec\u7acb\u3057\u305f\u30b3\u30f3\u30c6\u30ca\u30fc\u3068\u3057\u3066\u914d\u7f6e\u3057\u305f\u7406\u7531\u306f\u3001\u5c06\u6765\u306e\u6587\u66f8\u6570\u5897\u52a0\u306b\u5099\u3048\u308b\u305f\u3081\u3060\u3051\u3067\u306f\u306a\u3044\u3002Open WebUI \u306e\u753b\u9762\u306e\u5916\u5074\u304b\u3089\u3001\u3069\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306b\u4f55\u4ef6\u306e\u70b9\u304c\u4fdd\u5b58\u3055\u308c\u3001\u3069\u306e\u30d9\u30af\u30c8\u30eb\u6b21\u5143\u3068\u8ddd\u96e2\u5c3a\u5ea6\u304c\u4f7f\u308f\u308c\u3001\u5404\u70b9\u306e\u4ed8\u968f\u60c5\u5831\u306b\u3069\u306e\u6587\u66f8\u65ad\u7247\u304c\u6b8b\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3067\u304d\u308b\u305f\u3081\u3067\u3042\u308b\u3002<\/p>\n

      \u751f\u6210\u7528 LLM \u306e\u56de\u7b54\u3060\u3051\u3092\u89b3\u5bdf\u3059\u308b\u69cb\u6210\u3067\u306f\u3001\u691c\u7d22\u3055\u308c\u305f\u6839\u62e0\u304c\u8aa4\u3063\u3066\u3044\u305f\u306e\u304b\u3001\u6b63\u3057\u3044\u6839\u62e0\u3092\u751f\u6210\u6642\u306b\u53d6\u308a\u9055\u3048\u305f\u306e\u304b\u3092\u5224\u5225\u3067\u304d\u306a\u3044\u3002Qdrant \u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3001\u70b9\u6570\u3001\u30d9\u30af\u30c8\u30eb\u8a2d\u5b9a\u3001\u4ed8\u968f\u60c5\u5831\u3092\u78ba\u8a8d\u3067\u304d\u308c\u3070\u3001\u6587\u66f8\u767b\u9332\u304b\u3089\u985e\u4f3c\u691c\u7d22\u307e\u3067\u306e\u4e2d\u9593\u72b6\u614b\u3092\u751f\u6210\u51e6\u7406\u304b\u3089\u5206\u96e2\u3057\u3066\u8a55\u4fa1\u3067\u304d\u308b\u3002<\/p>\n

      \u3053\u306e\u5206\u96e2\u306f\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u306b\u3082\u610f\u5473\u3092\u6301\u3064\u3002\u65b0\u65e7\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u6b21\u5143\u304c\u540c\u3058\u3067\u3042\u3063\u3066\u3082\u610f\u5473\u7a7a\u9593\u306f\u4e92\u63db\u3067\u306f\u306a\u3044\u305f\u3081\u3001\u65e2\u5b58\u6587\u66f8\u3092\u518d\u7d22\u5f15\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002Qdrant \u306e\u4fdd\u5b58\u72b6\u614b\u3092\u89b3\u5bdf\u3067\u304d\u308c\u3070\u3001\u65e7\u30e2\u30c7\u30eb\u3067\u4f5c\u3089\u308c\u305f\u70b9\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u304b\u3001\u518d\u7d22\u5f15\u5f8c\u306b\u70b9\u6570\u3068\u4ed8\u968f\u60c5\u5831\u304c\u5909\u5316\u3057\u305f\u304b\u3092\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/p>\n

      11.4 \u30ed\u30fc\u30ab\u30eb\u5b8c\u7d50\u3068\u904b\u7528\u53ef\u80fd\u6027\u306f\u5225\u3005\u306b\u78ba\u8a8d\u3059\u308b<\/h3>\n

      \u672c\u69cb\u6210\u3067\u306f\u3001\u751f\u6210\u3068\u57cb\u3081\u8fbc\u307f\u3092 macOS \u4e0a\u306e Ollama\u3001\u6587\u66f8\u7ba1\u7406\u3092 Open WebUI\u3001\u30d9\u30af\u30c8\u30eb\u4fdd\u5b58\u3068\u691c\u7d22\u3092 Qdrant \u304c\u62c5\u5f53\u3059\u308b\u3002\u751f\u6210\u3001\u57cb\u3081\u8fbc\u307f\u3001\u691c\u7d22\u3001\u6587\u66f8\u62bd\u51fa\u306e\u63a5\u7d9a\u5148\u3092 MacBook Pro \u3068 Docker Desktop \u5185\u3078\u9650\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u8cea\u554f\u3068\u767b\u9332\u6587\u66f8\u3092\u5916\u90e8\u306e\u751f\u6210 API \u3084\u57cb\u3081\u8fbc\u307f API\u3078\u9001\u3089\u305a\u306b\u56de\u7b54\u51e6\u7406\u3092\u5b9f\u884c\u3067\u304d\u308b\u3002<\/p>\n

      \u305f\u3060\u3057\u3001\u56de\u7b54\u51e6\u7406\u304c\u30ed\u30fc\u30ab\u30eb\u3067\u5b8c\u7d50\u3059\u308b\u3053\u3068\u3068\u3001\u904b\u7528\u53ef\u80fd\u306a\u72b6\u614b\u304c\u7d9a\u304f\u3053\u3068\u306f\u5225\u306e\u6761\u4ef6\u3067\u3042\u308b\u3002\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u518d\u8d77\u52d5\u3001Docker Desktop \u306e\u518d\u8d77\u52d5\u3001MacBook Pro \u306e\u518d\u8d77\u52d5\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u524a\u9664\u3068\u518d\u4f5c\u6210\u3092\u884c\u3063\u305f\u5f8c\u306b\u3082\u3001\u5229\u7528\u8005\u3001Knowledge\u3001\u4f1a\u8a71\u3001Qdrant \u306e\u70b9\u3001\u691c\u7d22\u7d50\u679c\u304c\u6b8b\u308b\u5fc5\u8981\u304c\u3042\u308b\u3002<\/p>\n

      \u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u3082\u3001\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u305f\u3060\u3051\u3067\u306f\u5b8c\u4e86\u3057\u306a\u3044\u3002Open WebUI \u306e\u505c\u6b62\u6642\u30a2\u30fc\u30ab\u30a4\u30d6\u306f\u4e00\u6642\u74b0\u5883\u3067\u8d77\u52d5\u3057\u3001SQLite \u306e\u6574\u5408\u6027\u3001\u5229\u7528\u8005\u60c5\u5831\u3001Knowledge \u3092\u78ba\u8a8d\u3059\u308b\u3002Qdrant \u306e\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u306f\u4e00\u6642\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3078\u5fa9\u5143\u3057\u3001\u70b9\u6570\u3068 Argolet \u306e\u56fa\u6709\u60c5\u5831\u304c\u623b\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u3002\u5fa9\u5143\u8a66\u9a13\u3092\u901a\u904e\u3057\u3066\u521d\u3081\u3066\u3001\u4fdd\u5b58\u7269\u3092\u969c\u5bb3\u6642\u306e\u5fa9\u65e7\u624b\u6bb5\u3068\u3057\u3066\u6271\u3048\u308b\u3002<\/p>\n\n\n\n\n\n\n\n\n\n\n\n
      \u6210\u7acb\u6761\u4ef6<\/th>\n\u78ba\u8a8d\u3057\u305f\u5185\u5bb9<\/th>\n<\/tr>\n<\/thead>\n
      \u30ed\u30fc\u30ab\u30eb\u51e6\u7406<\/td>\n\u751f\u6210\u3001\u57cb\u3081\u8fbc\u307f\u3001\u691c\u7d22\u3001\u6587\u66f8\u62bd\u51fa\u306e\u63a5\u7d9a\u5148\u304c MacBook Pro \u5185\u306b\u3042\u308b\u3002<\/td>\n<\/tr>\n
      \u89b3\u6e2c\u53ef\u80fd\u6027<\/td>\n\u6587\u5b57\u62bd\u51fa\u3001\u30c1\u30e3\u30f3\u30af\u3001\u30d9\u30af\u30c8\u30eb\u3001\u53d6\u5f97\u6839\u62e0\u3001\u6700\u7d42\u56de\u7b54\u3092\u500b\u5225\u306b\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n
      \u5bfe\u7167\u53ef\u80fd\u6027<\/td>\nKnowledge \u672a\u63a5\u7d9a\u6642\u3068\u63a5\u7d9a\u6642\u306e\u56de\u7b54\u5dee\u3092\u540c\u3058\u8cea\u554f\u3067\u6bd4\u8f03\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n
      \u6839\u62e0\u5fe0\u5b9f\u6027<\/td>\n\u6587\u66f8\u306b\u3042\u308b\u6761\u4ef6\u3092\u4fdd\u6301\u3057\u3001\u6587\u66f8\u306b\u306a\u3044\u60c5\u5831\u3092\u88dc\u308f\u306a\u3044\u3002<\/td>\n<\/tr>\n
      \u6c38\u7d9a\u6027<\/td>\n\u518d\u8d77\u52d5\u3068\u30b3\u30f3\u30c6\u30ca\u30fc\u518d\u4f5c\u6210\u5f8c\u306b\u3082\u5229\u7528\u8005\u3001\u6587\u66f8\u3001\u30d9\u30af\u30c8\u30eb\u304c\u6b8b\u308b\u3002<\/td>\n<\/tr>\n
      \u5fa9\u5143\u53ef\u80fd\u6027<\/td>\nOpen WebUI \u3068 Qdrant \u306e\u4fdd\u5b58\u7269\u3092\u4e00\u6642\u74b0\u5883\u3078\u5fa9\u5143\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n
      \u66f4\u65b0\u53ef\u80fd\u6027<\/td>\nOpen WebUI \u3068 Qdrant \u3092\u5225\u3005\u306b\u66f4\u65b0\u3057\u3001\u540c\u3058\u56de\u5e30\u8a66\u9a13\u3067\u78ba\u8a8d\u3067\u304d\u308b\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      11.5 \u5b8c\u6210\u3057\u305f\u306e\u306f\u30e2\u30c7\u30eb\u3067\u306f\u306a\u304f\u6839\u62e0\u3092\u5236\u5fa1\u3059\u308b\u7d4c\u8def\u3067\u3042\u308b<\/h3>\n

      \u3053\u306e\u69cb\u6210\u306b\u3088\u3063\u3066\u3001\u751f\u6210\u7528 LLM \u81ea\u4f53\u304c Argolet \u306e\u904b\u7528\u898f\u5247\u3092\u5b66\u7fd2\u3057\u305f\u308f\u3051\u3067\u306f\u306a\u3044\u3002\u6587\u66f8\u306f Open WebUI \u306b\u3088\u3063\u3066\u30c1\u30e3\u30f3\u30af\u3078\u5206\u5272\u3055\u308c\u3001embeddinggemma \u306e\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066 Qdrant \u3078\u4fdd\u5b58\u3055\u308c\u308b\u3002\u8cea\u554f\u6642\u306b\u306f\u5fc5\u8981\u306a\u65ad\u7247\u3060\u3051\u304c\u691c\u7d22\u3055\u308c\u3001qwen3.5:9b-q4_K_M \u306f\u3001\u305d\u306e\u5834\u3067\u6e21\u3055\u308c\u305f\u6839\u62e0\u304b\u3089\u56de\u7b54\u3092\u69cb\u6210\u3059\u308b\u3002<\/p>\n

      \u6587\u66f8\u3092\u66f4\u65b0\u3057\u305f\u5834\u5408\u306f\u518d\u767b\u9332\u307e\u305f\u306f\u518d\u7d22\u5f15\u306b\u3088\u3063\u3066\u6839\u62e0\u3092\u5dee\u3057\u66ff\u3048\u3089\u308c\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5909\u66f4\u3057\u305f\u5834\u5408\u306f\u691c\u7d22\u7a7a\u9593\u3092\u4f5c\u308a\u76f4\u305b\u308b\u3002\u751f\u6210\u7528 LLM \u3092\u5909\u66f4\u3057\u3066\u3082\u3001\u540c\u3058\u691c\u7d22\u7d50\u679c\u3092\u4e0e\u3048\u3066\u56de\u7b54\u5fe0\u5b9f\u6027\u3068\u901f\u5ea6\u3092\u6bd4\u8f03\u3067\u304d\u308b\u3002\u30e2\u30c7\u30eb\u3001\u691c\u7d22\u3001\u6587\u66f8\u3092\u5206\u96e2\u3057\u305f\u3053\u3068\u3067\u3001\u77e5\u8b58\u306e\u66f4\u65b0\u3092\u30e2\u30c7\u30eb\u518d\u5b66\u7fd2\u3067\u306f\u306a\u304f\u3001\u7ba1\u7406\u53ef\u80fd\u306a\u6587\u66f8\u3068\u7d22\u5f15\u306e\u66f4\u65b0\u3068\u3057\u3066\u6271\u3048\u308b\u3002<\/p>\n

      MacBook Pro \u4e0a\u306e\u30ed\u30fc\u30ab\u30eb RAG \u304c\u5b9f\u7528\u6bb5\u968e\u3078\u9054\u3057\u305f\u3068\u5224\u65ad\u3067\u304d\u308b\u306e\u306f\u3001\u56de\u7b54\u304c\u8fd4\u3063\u305f\u6642\u70b9\u3067\u306f\u306a\u3044\u3002\u6587\u66f8\u306e\u3069\u306e\u65ad\u7247\u304c\u4fdd\u5b58\u3055\u308c\u3001\u306a\u305c\u305d\u306e\u65ad\u7247\u304c\u691c\u7d22\u3055\u308c\u3001\u751f\u6210\u7528 LLM \u304c\u3069\u306e\u6839\u62e0\u304b\u3089\u56de\u7b54\u3057\u3001\u969c\u5bb3\u3084\u66f4\u65b0\u5f8c\u306b\u540c\u3058\u72b6\u614b\u3092\u3069\u3046\u5fa9\u5143\u3059\u308b\u304b\u3092\u8aac\u660e\u3067\u304d\u308b\u6642\u70b9\u3067\u3042\u308b\u3002\u5b8c\u6210\u3057\u305f\u306e\u306f\u4e09\u3064\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u4e26\u3079\u305f\u74b0\u5883\u3067\u306f\u306a\u304f\u3001\u5229\u7528\u8005\u304c\u6839\u62e0\u3001\u5931\u6557\u4f4d\u7f6e\u3001\u8a2d\u5b9a\u3001\u5fa9\u65e7\u624b\u9806\u3092\u5236\u5fa1\u3067\u304d\u308b\u51e6\u7406\u7d4c\u8def\u3067\u3042\u308b\u3002<\/p>\n

      \u6b21\u7a3f\u3067\u306f\u3001\u3053\u306e\u63a8\u8ad6\u30fb\u691c\u7d22\u57fa\u76e4\u3092 MCP\u3001VS Code\u3001Continue\u3001Git \u306e\u4f5c\u696d\u7d4c\u8def\u3078\u63a5\u7d9a\u3059\u308b\u3002\u6b21\u306e\u6bb5\u968e\u3067\u554f\u308f\u308c\u308b\u306e\u306f\u3001\u30ed\u30fc\u30ab\u30eb RAG \u304c\u5358\u72ec\u3067\u6b63\u7b54\u3067\u304d\u308b\u304b\u3067\u306f\u306a\u3044\u3002\u958b\u767a\u4f5c\u696d\u306e\u3069\u306e\u6642\u70b9\u3067\u6587\u66f8\u691c\u7d22\u3092\u5b9f\u884c\u3057\u3001\u3069\u306e\u64cd\u4f5c\u3092\u30e2\u30c7\u30eb\u3078\u8a31\u53ef\u3057\u3001\u3069\u306e\u5909\u66f4\u3092\u4eba\u9593\u304c\u78ba\u8a8d\u3057\u3001\u3069\u306e\u72b6\u614b\u304b\u3089\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u304b\u3067\u3042\u308b\u3002<\/p>\n

      \n

      \u53c2\u8003\u6587\u732e<\/h2>\n
        \n
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      3. Patrick Lewis, Ethan Perez, Aleksandra Piktus, Fabio Petroni, Vladimir Karpukhin, Naman Goyal, Heinrich K\u00fcttler, Mike Lewis, Wen-tau Yih, Tim Rockt\u00e4schel, Sebastian Riedel, Douwe Kiela, Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks, Advances in Neural Information Processing Systems 33\uff082020\uff09. https:\/\/proceedings.neurips.cc\/paper\/2020\/hash\/6b493230205f780e1bc26945df7481e5-Abstract.html<\/a><\/li>\n
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      8. Docker, Compose file reference\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/docs.docker.com\/reference\/compose-file\/<\/a><\/li>\n
      9. Docker, Volumes\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/docs.docker.com\/engine\/storage\/volumes\/<\/a><\/li>\n
      10. Docker, Explore networking how-tos on Docker Desktop\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/docs.docker.com\/desktop\/features\/networking\/networking-how-tos\/<\/a><\/li>\n
      11. Ollama, Introduction, API Reference\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/docs.ollama.com\/api\/introduction<\/a><\/li>\n
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      14. Ollama, Embeddings\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/docs.ollama.com\/capabilities\/embeddings<\/a><\/li>\n
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      17. Ollama, Context length\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/docs.ollama.com\/context-length<\/a><\/li>\n
      18. Qdrant, Security\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/qdrant.tech\/documentation\/security\/<\/a><\/li>\n
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      20. Open WebUI, Environment Variable Configuration\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/docs.openwebui.com\/reference\/env-configuration\/<\/a><\/li>\n
      21. Qdrant, Local Quickstart\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/qdrant.tech\/documentation\/quickstart\/<\/a><\/li>\n
      22. Docker, Control startup and shutdown order in Compose\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/docs.docker.com\/compose\/how-tos\/startup-order\/<\/a><\/li>\n
      23. Qdrant, Qdrant Web UI\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/qdrant.tech\/documentation\/web-ui\/<\/a><\/li>\n
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      29. Qdrant, Collections\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/qdrant.tech\/documentation\/manage-data\/collections\/<\/a><\/li>\n
      30. Qdrant, Points\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/qdrant.tech\/documentation\/manage-data\/points\/<\/a><\/li>\n
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      33. Qdrant, Search\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/qdrant.tech\/documentation\/search\/search\/<\/a><\/li>\n
      34. Open WebUI, RAG Template Customization and Chunking Configuration, Retrieval Augmented Generation (RAG)\uff08n.d., 2026-07-16 \u53c2\u7167\uff09. https:\/\/docs.openwebui.com\/features\/chat-conversations\/rag\/#rag-template-customization<\/a><\/li>\n
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        \u524d\u7a3f\u3067\u306f\u3001MacBook Pro \u3067\u30ed\u30fc\u30ab\u30eb LLM \u3092\u5b9f\u7528\u5316\u3059\u308b\u306b\u306f\u3001\u30e2\u30c7\u30eb\u304c\u8d77\u52d5\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u7528\u9014\u306b\u5bfe\u3057\u3066\u5341\u5206\u306a\u5fdc\u7b54\u901f\u5ea6\u3001\u8a18\u61b6\u5bb9\u91cf\u3001\u30e2\u30c7\u30eb\u898f\u6a21\u3001\u904b\u7528\u65b9\u6cd5\u304c\u6210\u7acb\u3057\u3066\u3044\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3053\u3068\u3092\u6574\u7406\u3057\u305f[1]\u3002\u30ed\u30fc\u30ab\u30eb R … \u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-5104","post","type-post","status-publish","format-standard","hentry","category-tech"],"_links":{"self":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/5104","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/comments?post=5104"}],"version-history":[{"count":1,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/5104\/revisions"}],"predecessor-version":[{"id":5105,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/posts\/5104\/revisions\/5105"}],"wp:attachment":[{"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/media?parent=5104"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/categories?post=5104"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.id774.net\/entry\/wp-json\/wp\/v2\/tags?post=5104"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}