{"id":2121,"date":"2026-10-18T12:08:56","date_gmt":"2026-10-18T03:08:56","guid":{"rendered":"https:\/\/cg-method.com\/ai\/?p=2121"},"modified":"2026-10-18T12:08:56","modified_gmt":"2026-10-18T03:08:56","slug":"local-llm-rag","status":"publish","type":"post","link":"https:\/\/cg-method.com\/ai\/local-llm-rag\/","title":{"rendered":"\u30ed\u30fc\u30ab\u30ebLLM\u3067RAG\u3092\u59cb\u3081\u308b\u65b9\u6cd5\uff5c\u81ea\u5206\u306e\u6587\u66f8\u3092\u691c\u7d22\u3057\u3066\u56de\u7b54\u3055\u305b\u308b"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u30ed\u30fc\u30ab\u30ebLLM\u3067RAG\u3092\u59cb\u3081\u308b\u306b\u306f\u3001\u6587\u66f8\u3092\u5c0f\u3055\u306a\u304b\u305f\u307e\u308a\u306b\u5206\u3051\u3066\u57cb\u3081\u8fbc\u307f\uff08\u30d9\u30af\u30c8\u30eb\uff09\u306b\u5909\u3048\u3001\u8cea\u554f\u306b\u8fd1\u3044\u304b\u305f\u307e\u308a\u3060\u3051\u3092\u63a2\u3057\u3066\u30e2\u30c7\u30eb\u306b\u6e21\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305a\u8a66\u3059\u306a\u3089LM Studio\u306e\u30c1\u30e3\u30c3\u30c8\u306b\u6587\u66f8\u3092\u6dfb\u4ed8\u3059\u308b\u65b9\u6cd5\u3001\u540c\u3058\u8cc7\u6599\u3092\u4f55\u5ea6\u3082\u4f7f\u3046\u306a\u3089Open WebUI\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3001\u4ed5\u7d44\u307f\u3092\u81ea\u5206\u3067\u7d44\u307f\u305f\u3044\u306a\u3089Ollama\u306e\u57cb\u3081\u8fbc\u307fAPI\u3092\u4f7f\u3046\u65b9\u6cd5\u304c\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u306e\u8a18\u4e8b\u306f\u3001Ollama\u3084LM Studio\u3067\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u305b\u3066\u3044\u3066\u3001\u793e\u5185\u306e\u624b\u9806\u66f8\u3084\u81ea\u5206\u306e\u30e1\u30e2\u3092\u6839\u62e0\u306b\u7b54\u3048\u3055\u305b\u305f\u3044\u65b9\u306b\u5411\u3051\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5185\u5bb9\u306f\u30012026\u5e7410\u670818\u65e5\u306b\u8aad\u3093\u3060Ollama\u30fbOpen WebUI\u30fbLM Studio\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8a18\u8f09\u3092\u3082\u3068\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9f\u6a5f\u3067\u306e\u518d\u73fe\u306f\u542b\u307e\u306a\u3044\u305f\u3081\u3001\u56de\u7b54\u306e\u7cbe\u5ea6\u3084\u51e6\u7406\u6642\u9593\u306f\u3001\u624b\u5143\u306e\u6587\u66f8\u3068\u30e2\u30c7\u30eb\u3067\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f8c\u534a\u306ePython\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u3001Ollama\u306e\u4ee3\u308f\u308a\u306b\u540c\u3058\u5f62\u306e\u5fdc\u7b54\u3092\u8fd4\u3059\u6a21\u64ec\u30b5\u30fc\u30d0\u30fc\u3092\u7acb\u3066\u30012026\u5e7410\u670818\u65e5\u306bPython 3.13\u3067\u3001\u6587\u66f8\u306e\u5206\u5272\u30fb\u7d22\u5f15\u306e\u4fdd\u5b58\u30fb\u8fd1\u3044\u304b\u305f\u307e\u308a\u306e\u691c\u7d22\u30fb\u8cea\u554f\u6587\u306e\u7d44\u307f\u7acb\u3066\u304c\u52d5\u304f\u3053\u3068\u3060\u3051\u3092\u78ba\u304b\u3081\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ollama\u3092\u307e\u3060\u5165\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u5148\u306b<a href=\"https:\/\/cg-method.com\/ai\/ollama-guide\/\">Ollama\u306e\u4f7f\u3044\u65b9\u5165\u9580<\/a>\u3067\u30e2\u30c7\u30eb\u30921\u3064\u52d5\u304b\u3057\u3066\u304a\u304f\u3068\u3001\u539f\u56e0\u3092\u5207\u308a\u5206\u3051\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">RAG\u3067\u3057\u3066\u3044\u308b\u3053\u3068<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LM Studio\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001RAG\u306f\u9577\u3044\u6587\u66f8\u304b\u3089\u95a2\u4fc2\u306e\u3042\u308b\u90e8\u5206\u3092\u63a2\u3057\u51fa\u3057\u3001\u53c2\u8003\u3068\u3057\u3066\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u65b9\u6cd5\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/lmstudio.ai\/docs\/app\/basics\/rag\">LM Studio\u516c\u5f0f\uff1aChat with Documents<\/a>\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u304c\u4e00\u5ea6\u306b\u8aad\u3081\u308b\u91cf\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\uff09\u306b\u306f\u4e0a\u9650\u304c\u3042\u308b\u305f\u3081\u3001\u6587\u66f8\u3092\u4e38\u3054\u3068\u6e21\u305b\u306a\u3044\u3068\u304d\u306b\u3001\u5fc5\u8981\u306a\u90e8\u5206\u3060\u3051\u3092\u9078\u3093\u3067\u6e21\u3059\u306e\u304c\u76ee\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table class=\"has-fixed-layout\"><thead><tr><th style=\"min-width:8em !important\">\u5de5\u7a0b<\/th><th>\u3057\u3066\u3044\u308b\u3053\u3068<\/th><th>\u4f7f\u3046\u3082\u306e<\/th><\/tr><\/thead><tbody><tr><td>\u5206\u5272<\/td><td>\u6587\u66f8\u3092\u6570\u767e\u5b57\u301c\u6570\u5343\u5b57\u306e\u304b\u305f\u307e\u308a\uff08\u30c1\u30e3\u30f3\u30af\uff09\u306b\u5206\u3051\u308b<\/td><td>\u30b9\u30af\u30ea\u30d7\u30c8\u3084\u30a2\u30d7\u30ea\u306e\u8a2d\u5b9a<\/td><\/tr><tr><td>\u57cb\u3081\u8fbc\u307f<\/td><td>\u304b\u305f\u307e\u308a\u3054\u3068\u306b\u3001\u610f\u5473\u3092\u8868\u3059\u6570\u5024\u306e\u4e26\u3073\uff08\u30d9\u30af\u30c8\u30eb\uff09\u3092\u4f5c\u308b<\/td><td>\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb<\/td><\/tr><tr><td>\u4fdd\u5b58<\/td><td>\u30d9\u30af\u30c8\u30eb\u3068\u5143\u306e\u6587\u7ae0\u3092\u5bfe\u306b\u3057\u3066\u4fdd\u5b58\u3059\u308b<\/td><td>\u30d5\u30a1\u30a4\u30eb\u3084\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/td><\/tr><tr><td>\u691c\u7d22<\/td><td>\u8cea\u554f\u3082\u30d9\u30af\u30c8\u30eb\u306b\u3057\u3066\u3001\u8fd1\u3044\u304b\u305f\u307e\u308a\u3092\u4e0a\u304b\u3089\u6570\u4ef6\u9078\u3076<\/td><td>\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u306a\u3069<\/td><\/tr><tr><td>\u56de\u7b54<\/td><td>\u9078\u3093\u3060\u304b\u305f\u307e\u308a\u3092\u8cea\u554f\u306e\u524d\u306b\u4ed8\u3051\u3066\u30e2\u30c7\u30eb\u306b\u6e21\u3059<\/td><td>\u30c1\u30e3\u30c3\u30c8\u7528\u306e\u30e2\u30c7\u30eb<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">RAG\u306e\u6d41\u308c<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u56de\u7b54\u3059\u308b\u30e2\u30c7\u30eb\u3068\u3001\u691c\u7d22\u306b\u4f7f\u3046\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306f\u5225\u306e\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ollama\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u7d22\u5f15\u3092\u4f5c\u308b\u3068\u304d\u3068\u8cea\u554f\u3059\u308b\u3068\u304d\u3067\u540c\u3058\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u3088\u3046\u6848\u5185\u3055\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/docs.ollama.com\/capabilities\/embeddings\">Ollama\u516c\u5f0f\uff1aEmbeddings<\/a>\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3\u3064\u306e\u59cb\u3081\u65b9<\/h2>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table class=\"has-fixed-layout\"><thead><tr><th style=\"min-width:8em !important\">\u65b9\u6cd5<\/th><th>\u5411\u3044\u3066\u3044\u308b\u5834\u9762<\/th><th>\u6e96\u5099<\/th><\/tr><\/thead><tbody><tr><td>LM Studio\u306b\u6587\u66f8\u3092\u6dfb\u4ed8<\/td><td>1\u3064\u306e\u6587\u66f8\u306b\u3064\u3044\u3066\u3001\u305d\u306e\u5834\u3067\u8cea\u554f\u3057\u305f\u3044<\/td><td>LM Studio\u3068\u30c1\u30e3\u30c3\u30c8\u7528\u306e\u30e2\u30c7\u30eb<\/td><\/tr><tr><td>Open WebUI\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9<\/td><td>\u540c\u3058\u8cc7\u6599\u306e\u96c6\u307e\u308a\u3092\u3001\u4f55\u5ea6\u3082\u5225\u306e\u4f1a\u8a71\u3067\u4f7f\u3044\u305f\u3044<\/td><td>Open WebUI\u3001Ollama\u306a\u3069\u306e\u63a5\u7d9a\u5148\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb<\/td><\/tr><tr><td>Ollama\u306e\u57cb\u3081\u8fbc\u307fAPI\u3068Python<\/td><td>\u5206\u3051\u65b9\u3084\u691c\u7d22\u306e\u4ed5\u65b9\u3092\u81ea\u5206\u3067\u6c7a\u3081\u305f\u3044<\/td><td>Ollama\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3001Python<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">\u30ed\u30fc\u30ab\u30eb\u3067RAG\u3092\u59cb\u3081\u308b\u65b9\u6cd5\u306e\u6bd4\u8f03<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">LM Studio\u3067\u6587\u66f8\u3092\u6dfb\u4ed8\u3059\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LM Studio\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u306b\u6dfb\u4ed8\u3067\u304d\u308b\u6587\u66f8\u306e\u5f62\u5f0f\u306f .docx\u30fb.pdf\u30fb.txt \u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u66f8\u304c\u30e2\u30c7\u30eb\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u53ce\u307e\u308b\u9577\u3055\u306a\u3089\u3001LM Studio\u306f\u6587\u66f8\u306e\u4e2d\u8eab\u3092\u4e38\u3054\u3068\u4f1a\u8a71\u306b\u52a0\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9577\u3059\u304e\u308b\u5834\u5408\u306f\u3001RAG\u306b\u5207\u308a\u66ff\u3048\u3066\u95a2\u4fc2\u306e\u3042\u308b\u90e8\u5206\u3060\u3051\u3092\u6e21\u3059\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u3058\u30da\u30fc\u30b8\u3067\u306f\u3001\u3046\u307e\u304f\u63a2\u3057\u3066\u3082\u3089\u3046\u30b3\u30c4\u3068\u3057\u3066\u3001\u8cc7\u6599\u306b\u51fa\u3066\u304d\u305d\u3046\u306a\u7528\u8a9e\u3084\u8a00\u3044\u56de\u3057\u3092\u8cea\u554f\u306b\u5165\u308c\u308b\u3053\u3068\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u305f\u3068\u3048\u3070\u300c\u4f11\u307f\u306e\u7533\u8acb\u300d\u3068\u805e\u304f\u3088\u308a\u3001\u898f\u7a0b\u3067\u4f7f\u308f\u308c\u3066\u3044\u308b\u300c\u6709\u7d66\u4f11\u6687\u300d\u300c\u7533\u8acb\u671f\u9650\u300d\u3068\u3044\u3063\u305f\u8a9e\u3092\u5165\u308c\u305f\u307b\u3046\u304c\u3001\u8a72\u5f53\u3059\u308b\u90e8\u5206\u304c\u9078\u3070\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LM Studio\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30aa\u30d5\u30e9\u30a4\u30f3\u5229\u7528\u306e\u8aac\u660e\u3067\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u306b\u6e21\u3057\u305f\u6587\u66f8\u306e\u51e6\u7406\u306f\u624b\u5143\u3067\u884c\u308f\u308c\u3001\u6587\u66f8\u304c\u30a2\u30d7\u30ea\u306e\u5916\u306b\u51fa\u308b\u3053\u3068\u306f\u306a\u3044\u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/lmstudio.ai\/docs\/app\/offline\">LM Studio\u516c\u5f0f\uff1aOffline Operation<\/a>\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LM Studio\u306e\u5c0e\u5165\u3068\u30e2\u30c7\u30eb\u306e\u9078\u3073\u65b9\u306f\u3001<a href=\"https:\/\/cg-method.com\/ai\/lm-studio-guide\/\">LM Studio\u306e\u4f7f\u3044\u65b9<\/a>\u3067\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Open WebUI\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u4f7f\u3046<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Open WebUI\u306f\u3001Ollama\u306a\u3069\u306b\u3064\u306a\u3044\u3067\u30d6\u30e9\u30a6\u30b6\u30fc\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u3067\u304d\u308bWeb\u30a2\u30d7\u30ea\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8cc7\u6599\u306e\u96c6\u307e\u308a\u3092\u300c\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u300d\u3068\u3057\u3066\u767b\u9332\u3057\u3066\u304a\u304f\u3068\u3001\u5225\u306e\u4f1a\u8a71\u3067\u3082\u540c\u3058\u8cc7\u6599\u3092\u691c\u7d22\u3055\u305b\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u767b\u9332\u3057\u3066\u8cea\u554f\u3059\u308b\u307e\u3067<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u624b\u9806\u3092\u3001\u753b\u9762\u306e\u65e5\u672c\u8a9e\u8868\u793a\u306b\u5408\u308f\u305b\u3066\u4e26\u3079\u308b\u3068\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\uff08<a href=\"https:\/\/docs.openwebui.com\/features\/workspace\/knowledge\">Open WebUI\u516c\u5f0f\uff1aKnowledge Bases and Document Chat<\/a>\uff09\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n\n<li>\u300c\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u300d\u306e\u300c\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u300d\u3092\u958b\u304d\u3001\u300c\u4f5c\u6210\u300d\u304b\u3089\u540d\u524d\u3068\u8aac\u660e\u3092\u4ed8\u3051\u3066\u4f5c\u308b<\/li>\n\n\n<li>\u307e\u305a\u306f\u6587\u5b57\u3092\u9078\u629e\u3067\u304d\u308bPDF\u3084\u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u30921\u3064\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u51e6\u7406\u304c\u7d42\u308f\u308b\u307e\u3067\u5f85\u3064<\/li>\n\n\n<li>\u30c1\u30e3\u30c3\u30c8\u306e\u5165\u529b\u6b04\u3067 # \u3092\u5165\u529b\u3057\u3066\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u9078\u3076\u304b\u3001\u300c\u30ef\u30fc\u30af\u30b9\u30da\u30fc\u30b9\u300d\u306e\u300c\u30e2\u30c7\u30eb\u300d\u306e\u300c\u7de8\u96c6\u300d\u3067\u30e2\u30c7\u30eb\u306b\u6dfb\u4ed8\u3059\u308b<\/li>\n\n\n<li>\u7b54\u3048\u304c\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u3044\u3066\u3042\u308b\u8cea\u554f\u3092\u3057\u3066\u3001\u8a72\u5f53\u7b87\u6240\u3092\u5f15\u7528\u3055\u305b\u308b<\/li>\n\n\n<li>\u56de\u7b54\u3068\u5f15\u7528\u5143\u3092\u3001\u5143\u306e\u6587\u66f8\u3068\u898b\u6bd4\u3079\u308b<\/li>\n\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u753b\u9762\u306e\u65e5\u672c\u8a9e\u8868\u793a\u306f\u3001Open WebUI\u306e\u516c\u5f0f\u30ea\u30dd\u30b8\u30c8\u30ea\u306b\u3042\u308b\u65e5\u672c\u8a9e\u306e\u7ffb\u8a33\u30d5\u30a1\u30a4\u30eb\u3067\u7167\u5408\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u95a2\u9023\u3059\u308b\u90e8\u5206\u3060\u3051\u6e21\u3059\u304b\u3001\u5168\u6587\u3092\u6e21\u3059\u304b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u6dfb\u4ed8\u3057\u305f\u8cc7\u6599\u306e\u6271\u3044\u65b9\u304c2\u3064\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table class=\"has-fixed-layout\"><thead><tr><th style=\"min-width:8em !important\">\u6271\u3044\u65b9<\/th><th>\u753b\u9762\u306e\u8868\u793a<\/th><th>\u5411\u3044\u3066\u3044\u308b\u8cc7\u6599<\/th><\/tr><\/thead><tbody><tr><td>Focused Retrieval\uff08\u65e2\u5b9a\uff09<\/td><td>\u95a2\u9023\u3059\u308b\u90e8\u5206\u3092\u691c\u7d22\u4e2d<\/td><td>\u91cf\u304c\u591a\u304f\u3001\u4e00\u90e8\u3060\u3051\u304c\u8cea\u554f\u306b\u95a2\u4fc2\u3059\u308b\u8cc7\u6599<\/td><\/tr><tr><td>Full Context<\/td><td>\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5168\u4f53\u3092\u4f7f\u7528\u4e2d<\/td><td>\u77ed\u3044\u624b\u9806\u66f8\u3084\u3001\u3044\u3064\u3082\u5168\u4f53\u3092\u53c2\u7167\u3055\u305b\u305f\u3044\u8cc7\u6599<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">Open WebUI\u306e2\u3064\u306e\u691c\u7d22\u306e\u4ed5\u65b9<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Full Context\u306f\u6587\u66f8\u3092\u4e38\u3054\u3068\u6bce\u56de\u6e21\u3059\u305f\u3081\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u306e\u5c0f\u3055\u3044\u30e2\u30c7\u30eb\u3067\u306f\u4f1a\u8a71\u306e\u5c65\u6b74\u304c\u62bc\u3057\u51fa\u3055\u308c\u308b\u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30cd\u30a4\u30c6\u30a3\u30d6\u306e\u95a2\u6570\u547c\u3073\u51fa\u3057\u3067\u306f\u81ea\u52d5\u3067\u6e21\u3055\u308c\u306a\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u30cd\u30a4\u30c6\u30a3\u30d6\u306e\u95a2\u6570\u547c\u3073\u51fa\u3057\uff08Native\uff09\u304c\u65e2\u5b9a\u3067\u3001\u3053\u306e\u5834\u5408\u306f\u30e2\u30c7\u30eb\u306b\u6dfb\u4ed8\u3057\u305f\u30ca\u30ec\u30c3\u30b8\u304c\u81ea\u52d5\u3067\u306f\u6e21\u3055\u308c\u306a\u3044\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e2\u30c7\u30eb\u304c\u691c\u7d22\u7528\u306e\u30c4\u30fc\u30eb\u3092\u547c\u3073\u51fa\u3057\u3066\u3001\u8cc7\u6599\u3092\u53d6\u308a\u306b\u3044\u304f\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c4\u30fc\u30eb\u306e\u547c\u3073\u51fa\u3057\u304c\u82e6\u624b\u306a\u5c0f\u3055\u3044\u30e2\u30c7\u30eb\u3067\u306f\u8cc7\u6599\u304c\u4f7f\u308f\u308c\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u3001\u30c4\u30fc\u30eb\u3092\u4f7f\u3046\u3088\u3046\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u6307\u793a\u3059\u308b\u3001\u30c4\u30fc\u30eb\u3092\u78ba\u5b9f\u306b\u547c\u3079\u308b\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u3001\u6dfb\u4ed8\u3092Full Context\u306b\u5207\u308a\u66ff\u3048\u308b\u3001\u3068\u3044\u3063\u305f\u5bfe\u51e6\u3092\u6319\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u624b\u5143\u3060\u3051\u3067\u51e6\u7406\u3057\u305f\u3044\u5834\u5408<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Open WebUI\u306e\u30aa\u30d5\u30e9\u30a4\u30f3\u5229\u7528\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u7528\u306e\u30e2\u30c7\u30eb\u304c\u30ed\u30fc\u30ab\u30eb\u3067\u3082\u3001\u6587\u66f8\u306e\u8aad\u307f\u53d6\u308a\u3084\u57cb\u3081\u8fbc\u307f\u306e\u51e6\u7406\u307e\u3067\u624b\u5143\u3067\u884c\u308f\u308c\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/docs.openwebui.com\/tutorials\/maintenance\/offline-mode\">Open WebUI\u516c\u5f0f\uff1aRun Open WebUI Offline<\/a>\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7ba1\u7406\u8005\u8a2d\u5b9a\u306eDocuments\u306e\u753b\u9762\u3067\u3001\u6587\u66f8\u306e\u8aad\u307f\u53d6\u308a\u3068\u57cb\u3081\u8fbc\u307f\u306b\u3069\u306e\u63d0\u4f9b\u5143\u304c\u9078\u3070\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Ollama\u3068Python\u3067\u5c0f\u3055\u304f\u4f5c\u308b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed5\u7d44\u307f\u3092\u78ba\u304b\u3081\u306a\u304c\u3089\u7d44\u307f\u305f\u3044\u5834\u5408\u306f\u3001Ollama\u306e\u57cb\u3081\u8fbc\u307fAPI\uff08\/api\/embed\uff09\u3068\u30c1\u30e3\u30c3\u30c8API\uff08\/api\/chat\uff09\u3060\u3051\u3067\u3001RAG\u306e\u6d41\u308c\u3092\u4f5c\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u7528\u610f\u3059\u308b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ollama\u306e\u30e2\u30c7\u30eb\u4e00\u89a7\u3067\u3001\u65e5\u672c\u8a9e\u306e\u6587\u66f8\u306b\u4f7f\u3046\u306a\u3089\u5019\u88dc\u306b\u306a\u308b\u306e\u304c embeddinggemma \u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ollama\u306e\u30e2\u30c7\u30eb\u30da\u30fc\u30b8\u3067\u306f\u3001embeddinggemma\u306fGoogle\u306e3\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u3001100\u4ee5\u4e0a\u306e\u8a00\u8a9e\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3057\u305f\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/ollama.com\/library\/embeddinggemma\">Ollama\uff1aembeddinggemma<\/a>\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table class=\"has-fixed-layout\"><thead><tr><th style=\"min-width:8em !important\">\u30e2\u30c7\u30eb<\/th><th>\u5927\u304d\u3055<\/th><th>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8<\/th><th>\u30e2\u30c7\u30eb\u30da\u30fc\u30b8\u306e\u8aac\u660e<\/th><\/tr><\/thead><tbody><tr><td>embeddinggemma<\/td><td>622MB<\/td><td>2K<\/td><td>100\u4ee5\u4e0a\u306e\u8a00\u8a9e\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3002Ollama v0.11.10\u4ee5\u964d\u304c\u5fc5\u8981<\/td><\/tr><tr><td>nomic-embed-text<\/td><td>274MB<\/td><td>2K<\/td><td>\u9577\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u6271\u3048\u308b\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3002Ollama 0.1.26\u4ee5\u964d\u304c\u5fc5\u8981<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">Ollama\u3067\u4f7f\u3048\u308b\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u4f8b\uff082026\u5e7410\u670818\u65e5\u306b\u78ba\u8a8d\uff09<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">nomic-embed-text \u306e\u8aac\u660e\u306f<a href=\"https:\/\/ollama.com\/library\/nomic-embed-text\">Ollama\uff1anomic-embed-text<\/a>\u306e\u30da\u30fc\u30b8\u306b\u3088\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3068\u30c1\u30e3\u30c3\u30c8\u7528\u306e\u30e2\u30c7\u30eb\u306f\u3001\u305d\u308c\u305e\u308c\u53d6\u5f97\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>ollama pull embeddinggemma\nollama pull gemma4<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c1\u30e3\u30c3\u30c8\u7528\u306e\u30e2\u30c7\u30eb\u306f\u4f8b\u3068\u3057\u3066 gemma4 \u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u624b\u5143\u306e\u30e1\u30e2\u30ea\u306b\u5408\u3046\u30e2\u30c7\u30eb\u306e\u9078\u3073\u65b9\u306f\u3001<a href=\"https:\/\/cg-method.com\/ai\/local-llm-japanese-models\/\">\u30ed\u30fc\u30ab\u30ebLLM\u306e\u65e5\u672c\u8a9e\u304a\u3059\u3059\u3081\u30e2\u30c7\u30eb<\/a>\u3092\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b9\u30af\u30ea\u30d7\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b21\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u306f\u3001\u30d5\u30a9\u30eb\u30c0\u30fc\u306e\u4e2d\u306e .txt \u3068 .md \u3092\u8aad\u307f\u3001\u7d22\u5f15\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u3063\u3066\u304b\u3089\u8cea\u554f\u306b\u7b54\u3048\u3055\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Python\u306e\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u3060\u3051\u3067\u52d5\u304d\u3001\u8ffd\u52a0\u306e\u30d1\u30c3\u30b1\u30fc\u30b8\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-python\"><code># rag_mini.py\uff1a\u30d5\u30a9\u30eb\u30c0\u30fc\u5185\u306e .txt \/ .md \u3092\u691c\u7d22\u3057\u3066\u3001\u30ed\u30fc\u30ab\u30ebLLM\u306b\u7b54\u3048\u3055\u305b\u308b\n# \u4f7f\u3044\u65b9\uff1apython rag_mini.py index \u6587\u66f8\u30d5\u30a9\u30eb\u30c0\u30fc\n#         python rag_mini.py ask \"\u8cea\u554f\"\nimport json, math, sys, urllib.request\nfrom pathlib import Path\n\nOLLAMA = 'http:\/\/localhost:11434'\nEMBED_MODEL = 'embeddinggemma'  # \u7d22\u5f15\u3068\u8cea\u554f\u3067\u540c\u3058\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\nCHAT_MODEL = 'gemma4'           # ollama pull \u3067\u5165\u308c\u305f\u30e2\u30c7\u30eb\u540d\u306b\u5909\u3048\u308b\nINDEX_FILE = 'rag_index.json'\nCHUNK_CHARS = 500               # 1\u304b\u305f\u307e\u308a\u306e\u6700\u5927\u6587\u5b57\u6570\nTOP_K = 3                       # \u56de\u7b54\u306b\u6e21\u3059\u304b\u305f\u307e\u308a\u306e\u6570\n\n\ndef post(path, body):\n    req = urllib.request.Request(OLLAMA + path, data=json.dumps(body).encode('utf-8'),\n                                 headers={'Content-Type': 'application\/json'})\n    with urllib.request.urlopen(req, timeout=600) as r:\n        return json.load(r)\n\n\ndef embed(texts):\n    return post('\/api\/embed', {'model': EMBED_MODEL, 'input': texts})['embeddings']\n\n\ndef chat(prompt):\n    body = {'model': CHAT_MODEL, 'stream': False, 'options': {'num_ctx': 8192},\n            'messages': [{'role': 'user', 'content': prompt}]}\n    return post('\/api\/chat', body)['message']['content']\n\n\ndef split(text):\n    \"\"\"\u7a7a\u884c\u3067\u6bb5\u843d\u306b\u5206\u3051\u3001CHUNK_CHARS \u3092\u8d85\u3048\u306a\u3044\u7bc4\u56f2\u3067\u307e\u3068\u3081\u308b\"\"\"\n    chunks, buf = [], ''\n    for para in [p.strip() for p in text.split('\\n\\n') if p.strip()]:\n        while len(para) &gt; CHUNK_CHARS:  # \u9577\u3059\u304e\u308b\u6bb5\u843d\u306f\u9014\u4e2d\u3067\u5207\u308b\n            if buf:\n                chunks.append(buf); buf = ''\n            chunks.append(para[:CHUNK_CHARS]); para = para[CHUNK_CHARS:]\n        if buf and len(buf) + len(para) + 1 &gt; CHUNK_CHARS:\n            chunks.append(buf); buf = ''\n        buf = (buf + '\\n' + para) if buf else para\n    if buf:\n        chunks.append(buf)\n    return chunks\n\n\ndef cosine(a, b):\n    dot = sum(x * y for x, y in zip(a, b))\n    return dot \/ (math.sqrt(sum(x * x for x in a)) * math.sqrt(sum(y * y for y in b)))\n\n\ndef build_index(folder):\n    items = []\n    for f in sorted(Path(folder).rglob('*')):\n        if f.suffix.lower() in ('.txt', '.md'):\n            for i, c in enumerate(split(f.read_text(encoding='utf-8'))):\n                items.append({'source': f'{f.name}#{i + 1}', 'text': c})\n    for start in range(0, len(items), 32):  # 32\u4ef6\u305a\u3064\u307e\u3068\u3081\u3066\u57cb\u3081\u8fbc\u3080\n        batch = items[start:start + 32]\n        for item, vec in zip(batch, embed([b['text'] for b in batch])):\n            item['vector'] = vec\n    Path(INDEX_FILE).write_text(json.dumps({'model': EMBED_MODEL, 'items': items}, ensure_ascii=False), encoding='utf-8')\n    print(f'{len(items)}\u4ef6\u306e\u304b\u305f\u307e\u308a\u3092\u4fdd\u5b58\u3057\u307e\u3057\u305f')\n\n\ndef search(question):\n    index = json.loads(Path(INDEX_FILE).read_text(encoding='utf-8'))\n    if index['model'] != EMBED_MODEL:\n        sys.exit('\u7d22\u5f15\u3092\u4f5c\u3063\u305f\u3068\u304d\u3068\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u304c\u9055\u3044\u307e\u3059\u3002index \u304b\u3089\u3084\u308a\u76f4\u3057\u3066\u304f\u3060\u3055\u3044')\n    q = embed([question])[0]\n    return sorted(index['items'], key=lambda it: cosine(q, it['vector']), reverse=True)[:TOP_K]\n\n\ndef ask(question):\n    hits = search(question)\n    context = '\\n\\n'.join(f'[{h[\"source\"]}]\\n{h[\"text\"]}' for h in hits)\n    prompt = ('\u6b21\u306e\u8cc7\u6599\u3060\u3051\u3092\u6839\u62e0\u306b\u3001\u65e5\u672c\u8a9e\u3067\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002'\n              '\u8cc7\u6599\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u306f\u300c\u8cc7\u6599\u306b\u3042\u308a\u307e\u305b\u3093\u300d\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\\n\\n'\n              f'# \u8cc7\u6599\\n{context}\\n\\n# \u8cea\u554f\\n{question}')\n    print(chat(prompt))\n    print('\\n\u53c2\u7167\uff1a' + '\u3001'.join(h['source'] for h in hits))\n\n\nif __name__ == '__main__':\n    if len(sys.argv) == 3 and sys.argv[1] == 'index':\n        build_index(sys.argv[2])\n    elif len(sys.argv) == 3 and sys.argv[1] == 'ask':\n        ask(sys.argv[2])\n    else:\n        print('\u4f7f\u3044\u65b9\uff1apython rag_mini.py index \u6587\u66f8\u30d5\u30a9\u30eb\u30c0\u30fc \uff0f python rag_mini.py ask \"\u8cea\u554f\"')<\/code><\/pre><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u52d5\u304b\u3057\u65b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u66f8\u30921\u3064\u306e\u30d5\u30a9\u30eb\u30c0\u30fc\u306b\u307e\u3068\u3081\u3001\u5148\u306b\u7d22\u5f15\u3092\u4f5c\u3063\u3066\u304b\u3089\u8cea\u554f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"hcb_wrap\"><pre class=\"prism line-numbers lang-plain\"><code>python rag_mini.py index docs\npython rag_mini.py ask \"\u6709\u7d66\u4f11\u6687\u306f\u4f55\u65e5\u524d\u307e\u3067\u306b\u7533\u8acb\u3057\u307e\u3059\u304b\"<\/code><\/pre><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u56de\u7b54\u306e\u4e0b\u306b\u3001\u53c2\u7167\u3057\u305f\u304b\u305f\u307e\u308a\u306e\u30d5\u30a1\u30a4\u30eb\u540d\u3068\u756a\u53f7\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u66f8\u3092\u66f8\u304d\u63db\u3048\u305f\u308a\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5909\u3048\u305f\u308a\u3057\u305f\u3068\u304d\u306f\u3001index \u304b\u3089\u3084\u308a\u76f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30b3\u30fc\u30c9\u306e\u52d5\u304d<\/h3>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table class=\"has-fixed-layout\"><thead><tr><th style=\"min-width:8em !important\">\u51e6\u7406<\/th><th>\u3057\u3066\u3044\u308b\u3053\u3068<\/th><\/tr><\/thead><tbody><tr><td>split<\/td><td>\u7a7a\u884c\u3067\u6bb5\u843d\u306b\u5206\u3051\u3001500\u5b57\u3092\u8d85\u3048\u306a\u3044\u7bc4\u56f2\u3067\u307e\u3068\u3081\u308b\u3002\u9577\u3059\u304e\u308b\u6bb5\u843d\u306f500\u5b57\u3067\u5207\u308b<\/td><\/tr><tr><td>build_index<\/td><td>32\u4ef6\u305a\u3064 \/api\/embed \u306b\u9001\u308a\u3001\u30d9\u30af\u30c8\u30eb\u3092\u7d22\u5f15\u30d5\u30a1\u30a4\u30eb\u306b\u4fdd\u5b58\u3059\u308b<\/td><\/tr><tr><td>search<\/td><td>\u8cea\u554f\u3092\u30d9\u30af\u30c8\u30eb\u306b\u3057\u3066\u3001\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u306e\u9ad8\u3044\u9806\u306b3\u4ef6\u9078\u3076<\/td><\/tr><tr><td>ask<\/td><td>\u9078\u3093\u30603\u4ef6\u3092\u8cc7\u6599\u3068\u3057\u3066\u8cea\u554f\u306e\u524d\u306b\u4ed8\u3051\u3001\/api\/chat \u306b\u9001\u308b<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">rag_mini.py \u306e\u51e6\u7406<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Ollama\u306e\u57cb\u3081\u8fbc\u307f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\/api\/embed \u306f\u9577\u3055\u30921\u306b\u305d\u308d\u3048\u305f\u30d9\u30af\u30c8\u30eb\u3092\u8fd4\u3057\u3001\u591a\u304f\u306e\u691c\u7d22\u3067\u306f\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3092\u4f7f\u3046\u3088\u3046\u6848\u5185\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">API\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u306f\u3001input \u306b\u6587\u5b57\u5217\u306e\u914d\u5217\u3092\u6e21\u3059\u3068\u307e\u3068\u3081\u3066\u57cb\u3081\u8fbc\u3081\u308b\u3053\u3068\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u8d85\u3048\u305f\u5165\u529b\u306f\u65e2\u5b9a\u3067\u5207\u308a\u8a70\u3081\u3089\u308c\u308b\u3053\u3068\u304c\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/docs.ollama.com\/api\/embed\">Ollama\u516c\u5f0f\uff1aGenerate embeddings<\/a>\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">embeddinggemma \u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306f2K\u306a\u306e\u3067\u3001\u304b\u305f\u307e\u308a\u3092\u5927\u304d\u304f\u3057\u3059\u304e\u308b\u3068\u5f8c\u308d\u304c\u5207\u308a\u6368\u3066\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\/api\/chat \u306f stream \u306e\u65e2\u5b9a\u304c true \u306e\u305f\u3081\u30011\u56de\u3067\u5168\u6587\u3092\u53d7\u3051\u53d6\u308c\u308b\u3088\u3046 false \u3092\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PDF\u3084Word\u306e\u6587\u66f8\u3092\u4f7f\u3046\u5834\u5408\u306f\u3001\u5148\u306b\u30c6\u30ad\u30b9\u30c8\u306b\u66f8\u304d\u51fa\u3057\u3066\u304b\u3089\u30d5\u30a9\u30eb\u30c0\u30fc\u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b54\u3048\u304c\u5916\u308c\u308b\u3068\u304d\u306b\u78ba\u304b\u3081\u308b\u3053\u3068<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u30e2\u30c7\u30eb\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u304c\u8db3\u308a\u306a\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ollama\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u306e\u65e2\u5b9a\u306fVRAM\u306e\u91cf\u3067\u6c7a\u307e\u308a\u300124GiB\u672a\u6e80\u3067\u306f4k\u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/docs.ollama.com\/context-length\">Ollama\u516c\u5f0f\uff1aContext length<\/a>\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table class=\"has-fixed-layout\"><thead><tr><th style=\"min-width:8em !important\">VRAM<\/th><th>\u65e2\u5b9a\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577<\/th><\/tr><\/thead><tbody><tr><td>24GiB\u672a\u6e80<\/td><td>4k<\/td><\/tr><tr><td>24\u301c48GiB<\/td><td>32k<\/td><\/tr><tr><td>48GiB\u4ee5\u4e0a<\/td><td>256k<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">Ollama\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u306e\u65e2\u5b9a\u5024\uff082026\u5e7410\u670818\u65e5\u306b\u78ba\u8a8d\uff09<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Open WebUI\u306eRAG\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u3082\u3001Ollama\u306e\u3053\u306e\u65e2\u5b9a\u5024\u306fRAG\u306e\u6027\u80fd\u3092\u5927\u304d\u304f\u5236\u9650\u3057\u3001\u691c\u7d22\u3057\u305f\u8cc7\u6599\u306e\u4e00\u90e8\u3057\u304b\u4f7f\u308f\u308c\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u3068\u6ce8\u610f\u3055\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/docs.openwebui.com\/features\/chat-conversations\/rag\">Open WebUI\u516c\u5f0f\uff1aRetrieval Augmented Generation<\/a>\uff09\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u306f num_ctx \u30928192\u306b\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u5e83\u3052\u308b\u307b\u3069\u5fc5\u8981\u306a\u30e1\u30e2\u30ea\u3082\u5897\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30e1\u30e2\u30ea\u304c\u8db3\u308a\u306a\u304f\u306a\u3063\u305f\u5834\u5408\u306f\u3001<a href=\"https:\/\/cg-method.com\/ai\/local-llm-out-of-memory\/\">\u30ed\u30fc\u30ab\u30ebLLM\u3067\u30e1\u30e2\u30ea\u304c\u8db3\u308a\u306a\u3044\u3068\u304d\u306e\u5207\u308a\u5206\u3051<\/a>\u306e\u9806\u306b\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u304b\u305f\u307e\u308a\u306e\u5927\u304d\u3055\u3068\u4ef6\u6570\u304c\u5408\u3063\u3066\u3044\u306a\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Open WebUI\u306eRAG\u306e\u30c8\u30e9\u30d6\u30eb\u5bfe\u5fdc\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c8K\u4ee5\u4e0b\u306e\u30ed\u30fc\u30ab\u30eb\u30e2\u30c7\u30eb\u5411\u3051\u306b\u3001\u6b21\u306e\u8a2d\u5b9a\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/docs.openwebui.com\/troubleshooting\/rag\">Open WebUI\u516c\u5f0f\uff1aTroubleshoot Document Retrieval<\/a>\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table class=\"has-fixed-layout\"><thead><tr><th style=\"min-width:8em !important\">\u8a2d\u5b9a<\/th><th>\u5024<\/th><th>\u7406\u7531\uff08\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u8aac\u660e\uff09<\/th><\/tr><\/thead><tbody><tr><td>\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba<\/td><td>1000\u30c8\u30fc\u30af\u30f3<\/td><td>\u691c\u7d22\u7d50\u679c\u304c\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u53ce\u307e\u308b\u3088\u3046\u5c0f\u3055\u3081\u306b\u3059\u308b<\/td><\/tr><tr><td>\u30c1\u30e3\u30f3\u30af\u30aa\u30fc\u30d0\u30fc\u30e9\u30c3\u30d7<\/td><td>100<\/td><td>\u6a19\u6e96\u7684\u306a\u91cd\u306a\u308a<\/td><\/tr><tr><td>\u30c8\u30c3\u30d7 K<\/td><td>3\u301c5<\/td><td>\u9650\u3089\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u4f7f\u3044\u5207\u3089\u306a\u3044\u3088\u3046\u5c11\u306a\u3081\u306b\u3059\u308b<\/td><\/tr><tr><td>Full Context<\/td><td>\u30aa\u30d5<\/td><td>\u6587\u66f8\u3092\u4e38\u3054\u3068\u9001\u308b\u4f59\u88d5\u304c\u306a\u3044<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u304c8K\u4ee5\u4e0b\u306e\u30ed\u30fc\u30ab\u30eb\u30e2\u30c7\u30eb\u5411\u3051\u306e\u8a2d\u5b9a\u4f8b<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u3058\u30da\u30fc\u30b8\u3067\u306f\u30011000\u30c8\u30fc\u30af\u30f3\u306e\u304b\u305f\u307e\u308a\u30925\u4ef6\u6e21\u3059\u3068\u3001\u8cc7\u6599\u3060\u3051\u3067\u7d045,000\u30c8\u30fc\u30af\u30f3\u3092\u4f7f\u3046\u3068\u8aac\u660e\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">8K\u306e\u30e2\u30c7\u30eb\u306a\u3089\u3001\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u4f1a\u8a71\u306e\u5c65\u6b74\u306b\u6b8b\u308b\u306e\u306f2,000\u301c3,000\u30c8\u30fc\u30af\u30f3\u307b\u3069\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6587\u5b57\u304c\u6b63\u3057\u304f\u8aad\u307f\u53d6\u308c\u3066\u3044\u306a\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u3058\u30c8\u30e9\u30d6\u30eb\u5bfe\u5fdc\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u30e2\u30c7\u30eb\u304c\u8cc7\u6599\u3092\u898b\u3066\u3044\u306a\u3044\u3088\u3046\u306b\u898b\u3048\u308b\u4e00\u756a\u591a\u3044\u539f\u56e0\u306f\u3001\u6587\u66f8\u306e\u53d6\u308a\u8fbc\u307f\u306e\u6bb5\u968e\u306b\u3042\u308b\u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Open WebUI\u3067\u306f\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u3044\u3066\u300c\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6e08\u307f\u30c6\u30ad\u30b9\u30c8\u300d\u306b\u5207\u308a\u66ff\u3048\u308b\u3068\u3001\u691c\u7d22\u306e\u5bfe\u8c61\u306b\u306a\u3063\u3066\u3044\u308b\u6587\u5b57\u3092\u78ba\u304b\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u753b\u50cf\u3060\u3051\u306ePDF\u306e\u3088\u3046\u306b\u3001\u3053\u3053\u304c\u7a7a\u3084\u6b20\u3051\u305f\u72b6\u614b\u306a\u3089\u3001\u30e2\u30c7\u30eb\u3067\u306f\u306a\u304f\u8aad\u307f\u53d6\u308a\u306e\u8a2d\u5b9a\u3092\u898b\u76f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u9014\u4e2d\u3067\u5909\u3048\u305f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Open WebUI\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u5909\u3048\u305f\u3089\u3001\u767b\u9332\u6e08\u307f\u306e\u6587\u66f8\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u4f5c\u308a\u76f4\u3059\u3088\u3046\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e4\u3044\u30e2\u30c7\u30eb\u3067\u4f5c\u3063\u305f\u30d9\u30af\u30c8\u30eb\u3068\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3067\u4f5c\u3063\u305f\u8cea\u554f\u306e\u30d9\u30af\u30c8\u30eb\u306f\u6bd4\u3079\u3089\u308c\u306a\u3044\u305f\u3081\u3067\u3001\u4e0a\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u3082\u7d22\u5f15\u306e\u30e2\u30c7\u30eb\u540d\u304c\u9055\u3048\u3070\u6b62\u307e\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u59cb\u3081\u308b\u524d\u306b\u6c7a\u3081\u3066\u304a\u304f\u3053\u3068<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n\n<li>\u7b54\u3048\u3055\u305b\u305f\u3044\u8cea\u554f\u30923\u3064\u307b\u3069\u66f8\u304d\u51fa\u3057\u3001\u305d\u306e\u7b54\u3048\u304c\u3069\u306e\u6587\u66f8\u306e\u3069\u3053\u306b\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u3066\u304a\u304f<\/li>\n\n\n<li>\u6700\u521d\u306f\u6570\u30d5\u30a1\u30a4\u30eb\u3067\u8a66\u3057\u3001\u56de\u7b54\u3068\u5f15\u7528\u5143\u3092\u898b\u6bd4\u3079\u3066\u304b\u3089\u8cc7\u6599\u3092\u5897\u3084\u3059<\/li>\n\n\n<li>\u793e\u5916\u79d8\u306e\u8cc7\u6599\u3092\u4f7f\u3046\u5834\u5408\u306f\u3001\u6587\u66f8\u306e\u8aad\u307f\u53d6\u308a\u3068\u57cb\u3081\u8fbc\u307f\u304c\u624b\u5143\u3067\u51e6\u7406\u3055\u308c\u308b\u8a2d\u5b9a\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b<\/li>\n\n\n<li>\u8cc7\u6599\u306b\u7121\u3044\u3053\u3068\u306f\u300c\u8cc7\u6599\u306b\u3042\u308a\u307e\u305b\u3093\u300d\u3068\u7b54\u3048\u308b\u3088\u3046\u3001\u6307\u793a\u306b\u66f8\u3044\u3066\u304a\u304f<\/li>\n\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">RAG\u306f\u3001\u8cc7\u6599\u306b\u66f8\u3044\u3066\u3042\u308b\u3053\u3068\u3092\u63a2\u3057\u3066\u7b54\u3048\u3055\u305b\u308b\u4ed5\u7d44\u307f\u3067\u3001\u8cc7\u6599\u306b\u7121\u3044\u3053\u3068\u307e\u3067\u6b63\u3057\u304f\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u4e8b\u306a\u6570\u5b57\u3084\u671f\u9650\u306f\u3001\u8868\u793a\u3055\u308c\u305f\u5f15\u7528\u5143\u306e\u6587\u66f8\u3067\u78ba\u304b\u3081\u3066\u304b\u3089\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30ed\u30fc\u30ab\u30ebLLM\u3067\u81ea\u5206\u306e\u6587\u66f8\u3092\u691c\u7d22\u3057\u3066\u7b54\u3048\u3055\u305b\u308bRAG\u306e\u59cb\u3081\u65b9\u3092\u3001LM Studio\u3001Open WebUI\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3001Ollama\u306e\u57cb\u3081\u8fbc\u307fAPI\u3092\u4f7f\u3046Python\u306e3\u901a\u308a\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":1,"featured_media":2122,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","book_review_data":"","footnotes":"","ssp_meta_title":"\u30ed\u30fc\u30ab\u30ebLLM\u3067RAG\u3092\u59cb\u3081\u308b\u65b9\u6cd5\uff5c\u81ea\u5206\u306e\u6587\u66f8\u3067\u56de\u7b54","ssp_meta_description":"\u30ed\u30fc\u30ab\u30ebLLM\u3067\u81ea\u5206\u306e\u6587\u66f8\u3092\u691c\u7d22\u3057\u3066\u7b54\u3048\u3055\u305b\u308bRAG\u306e\u59cb\u3081\u65b9\u3092\u89e3\u8aac\u3002LM Studio\u3078\u306e\u6587\u66f8\u306e\u6dfb\u4ed8\u3001Open WebUI\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3001Ollama\u306e\u57cb\u3081\u8fbc\u307fAPI\u3092\u4f7f\u3046Python\u30b9\u30af\u30ea\u30d7\u30c8\u3001\u7b54\u3048\u304c\u5916\u308c\u308b\u3068\u304d\u306e\u78ba\u8a8d\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002"},"categories":[29],"tags":[],"class_list":["post-2121","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-local-llm"],"_links":{"self":[{"href":"https:\/\/cg-method.com\/ai\/wp-json\/wp\/v2\/posts\/2121","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cg-method.com\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cg-method.com\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cg-method.com\/ai\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cg-method.com\/ai\/wp-json\/wp\/v2\/comments?post=2121"}],"version-history":[{"count":1,"href":"https:\/\/cg-method.com\/ai\/wp-json\/wp\/v2\/posts\/2121\/revisions"}],"predecessor-version":[{"id":2123,"href":"https:\/\/cg-method.com\/ai\/wp-json\/wp\/v2\/posts\/2121\/revisions\/2123"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cg-method.com\/ai\/wp-json\/wp\/v2\/media\/2122"}],"wp:attachment":[{"href":"https:\/\/cg-method.com\/ai\/wp-json\/wp\/v2\/media?parent=2121"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cg-method.com\/ai\/wp-json\/wp\/v2\/categories?post=2121"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cg-method.com\/ai\/wp-json\/wp\/v2\/tags?post=2121"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}