{"id":7104,"date":"2025-10-01T08:30:15","date_gmt":"2025-09-30T23:30:15","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=7104"},"modified":"2025-09-30T15:54:30","modified_gmt":"2025-09-30T06:54:30","slug":"llamaindex_glossary","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/llamaindex_glossary\/","title":{"rendered":"LlamaIndex\u306e\u4e0d\u53ef\u8996\u30ec\u30a4\u30e4\u30fc\u3092\u8aad\u3080\uff1a\u306a\u305c\u4eca \u672c\u8cea\u7684\u306a\u306e\u304b"},"content":{"rendered":"\n

LlamaIndex\u306e\u57fa\u790e\u69cb\u9020\u304b\u3089\u6700\u65b0\u6a5f\u80fd\u3001\u5b9f\u8df5\u4e8b\u4f8b\u3001\u5f37\u307f\u3068\u5f31\u307f\u3001\u672a\u6765\u3078\u306e\u5c55\u671b\u307e\u3067\u3001\u73fe\u5834\u7d4c\u9a13\u3068\u7d71\u8a08\u3092\u4ea4\u3048\u3066\u6df1\u6398\u308a\u3057\u307e\u3059\u3002\u751f\u6210AI\u958b\u767a\u306b\u4e0d\u53ef\u6b20\u306aRAG\u306e\u672c\u8cea\u3092\u7406\u89e3\u3057\u3001\u5b9f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3078\u6d3b\u7528\u3067\u304d\u308b\u8996\u70b9\u3092\u3054\u63d0\u4f9b\u3002<\/p>\n\n\n

\u306f\u3058\u3081\u306b\uff1aLlamaIndex\u306f\u201c\u691c\u7d22AI\u306e\u6587\u8108\u69cb\u7bc9\u88c5\u7f6e\u201d<\/h2>\n

LLM\u306b\u81ea\u793e\u30c7\u30fc\u30bf\uff08PDF\u30fb\u30ed\u30b0\u30fb\u30a6\u30a7\u30d6\u306a\u3069\uff09\u3092\u6587\u8108\u60c5\u5831\u3068\u3057\u3066\u6e21\u3059RAG\uff08Retrieval\u2011Augmented Generation\uff09\u306f\u3001AI\u6d3b\u7528\u306e\u6839\u5e79\u3067\u3059\u3002LlamaIndex\u306f\u3053\u306e\u751f\u6210AI\u306e\u201c\u6587\u8108\u69cb\u7bc9\u88c5\u7f6e\u201d\u3068\u3057\u3066\u3001\u5927\u91cf\u975e\u69cb\u9020\u60c5\u5831\u3092LLM\u3068\u7d50\u3073\u3064\u3051\u308b\u305f\u3081\u306e\u7d71\u5408\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002<\/p>\r\n\u691c\u7d22\u610f\u56f3\u3068\u30b5\u30d6\u30ad\u30fc\u30ef\u30fc\u30c9<\/b>\r\n

\u3053\u3053\u3067\u306f\u300c\u306a\u305cRAG\u3067LlamaIndex\u3092\u9078\u3076\u3079\u304d\u304b\uff1f\u300d\u300c\u73fe\u5834\u3067\u306e\u5931\u6557\u3084\u9759\u7684\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3060\u3051\u3067\u306f\u8a9e\u308c\u306a\u3044\u5b9f\u7528\u4e0a\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u4f55\u304b\uff1f\u300d\u3068\u3044\u3063\u305f\u3001\u691c\u7d22\u30cb\u30fc\u30ba\u306e\u6838\u5fc3\u306b\u8feb\u308a\u307e\u3059\u3002\u6982\u5ff5\u3092\u98db\u3073\u8d8a\u3048\u308b\u2014LlamaIndex\u306e\u6700\u91cd\u8981\u8981\u7d20<\/p>\r\n\u30c7\u30fc\u30bf\u2192\u30d9\u30af\u30c8\u30eb\u2192\u6587\u8108\u69cb\u7bc9\u306e\u201c3\u6bb5\u968e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u201d<\/b>\r\n

\u30c1\u30e3\u30f3\u30af\u5206\u5272 \u2192 \u57cb\u3081\u8fbc\u307f\uff08Embedding\uff09 \u2192 \u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3078\u306e\u767b\u9332<\/strong> \u3068\u3044\u3046\u5f93\u6765\u306e\u6d41\u308c\u306b\u52a0\u3048\u3001\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\uff080.12.x\uff09\u3067\u306f\u30ad\u30e3\u30c3\u30b7\u30e5\u3084\u975e\u540c\u671f\u51e6\u7406\u3068\u3044\u3063\u305f\u5b9f\u904b\u7528\u5411\u3051\u6700\u9069\u5316\u6a5f\u69cb<\/strong>\u3082\u5099\u308f\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\r\n

\u691c\u7d22\u6642\u306b\u306f\u30e6\u30fc\u30b6\u30fc\u5165\u529b\u3082\u57cb\u3081\u8fbc\u307f\u5316\u3055\u308c\u3001\u610f\u5473\u7684\u306b\u8fd1\u3044\u30c1\u30e3\u30f3\u30af\u3060\u3051\u3092\u9078\u51fa\u3057LLM\u3078\u6e21\u3059\u3053\u3068\u3067\u9ad8\u7cbe\u5ea6\u306a\u5fdc\u7b54\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\r\nLangChain\u3068\u306e\u5dee\u5225\u5316\uff1aLlamaIndex\u306e\u201c\u691c\u7d22\u7279\u5316\u201d\u8a2d\u8a08\u306e\u5f37\u3055<\/b>\r\n

LangChain\u304c\u67d4\u8edf\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u69cb\u7bc9\u306b\u5f37\u3044\u306e\u306b\u5bfe\u3057\u3001LlamaIndex\u306f**\u300c\u691c\u7d22\u7cbe\u5ea6\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u52b9\u7387\u300d\u7279\u5316**\u3067RAG\u7528\u9014\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n

Reddit\u306e\u73fe\u5834\u58f0\u3067\u306f\u300cLangChain\u3088\u308aLlamaIndex\u306e\u65b9\u304c\u540c\u3058\u30d5\u30a1\u30a4\u30eb\u3078\u306e\u56de\u7b54\u7cbe\u5ea6\u304c\u9ad8\u304b\u3063\u305f\u300d\u3068\u3059\u308b\u58f0\u3082\u3042\u308a\u3001\u7cbe\u5ea6\u9762\u3067\u306e\u4fe1\u983c\u6027\u304c\u652f\u6301\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n

<\/p>\r\n

<\/p>\n\n

\u6d3b\u7528\u30b7\u30fc\u30f3\u3068\u5c0e\u5165\u306e\u30ea\u30a2\u30eb\u30b1\u30fc\u30b9<\/h2>\n\u5c0e\u5165\u4f01\u696d\u306e\u6d3b\u7528\u4f8b\u3068\u5b9f\u7e3e<\/b>\r\n

\u91d1\u878d\u30fb\u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30fb\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf<\/strong>\u306a\u3069\u306e\u5206\u91ce\u3067\u3001LlamaIndex\u306f\u30a2\u30ca\u30ea\u30b9\u30c8\u652f\u63f4\u3084\u7d71\u5408\u5185\u90e8\u691c\u7d22\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30d0\u30c3\u30af\u30a8\u30f3\u30c9<\/strong>\u3068\u3057\u3066\u5c0e\u5165\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n

Reddit\u3067\u306f\u300c\u7d041,500\u4ef6\u306e\u88fd\u54c1\u4ed5\u69d8PDF\u304b\u3089\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3057\u305f\u6210\u529f\u4f8b\u300d\u304c\u5831\u544a\u3055\u308c\u3066\u304a\u308a\u3001\u73fe\u5b9f\u7684\u306a\u898f\u6a21\u3067\u306e\u63a1\u7528\u4e8b\u4f8b\u3068\u3057\u3066\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n\u5931\u6557\u3082\u96a0\u3055\u306a\u3044\u672c\u97f3\uff1a\u904b\u7528\u3067\u306e\u3064\u307e\u305a\u304d\u30dd\u30a4\u30f3\u30c8<\/b>\r\n

\u975e\u69cb\u9020\u60c5\u5831\uff08\u4f1a\u8b70\u30e1\u30e2\u30fb\u30e1\u30fc\u30eb\u306a\u3069\uff09\u3067\u306f\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u5206\u3051\u3066\u5225\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u3068\u3059\u308b\u5de5\u592b<\/strong>\u304c\u73fe\u5834\u3067\u306f\u5fc5\u8981\u3060\u3063\u305f\u3068\u3044\u3046\u58f0\u3082\u3002<\/p>\r\n

\u307e\u305f\u3001\u300c\u76f4\u63a5ChatGPT\u3067\u30d5\u30a1\u30a4\u30eb\u3092\u8cbc\u308a\u4ed8\u3051\u305f\u65b9\u304c\u56de\u7b54\u304c\u3088\u304b\u3063\u305f\u300d\u3068\u3059\u308b\u4e8b\u4f8b\u3082\u3042\u308a\u3001LlamaIndex\u304c\u4e07\u80fd\u3067\u306f\u306a\u3044<\/strong>\u3053\u3068\u3092\u73fe\u5b9f\u8a55\u4fa1\u3068\u3057\u3066\u63d0\u793a\u3057\u307e\u3059\u3002<\/p>\r\n

<\/p>\n\n

LlamaIndex\u3092\u4f7f\u3044\u3053\u306a\u3059\u305f\u3081\u306e\u6280\u8853\u7684\u77e5\u898b<\/h2>\n\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u5897\u3048\u305f\u3001\u5b9f\u904b\u7528\u5411\u3051\u6700\u9069\u5316\u6a5f\u80fd<\/b>\r\n

\u30d0\u30fc\u30b8\u30e7\u30f30.12\u7cfb\u3067\u306f\u3001\u975e\u540c\u671f\u524a\u9664\u30fb\u633f\u5165\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u7ba1\u7406\u3001\u30c1\u30e3\u30c3\u30c8UI\u30a4\u30d9\u30f3\u30c8\u5bfe\u5fdc<\/strong>\u306a\u3069\u306e\u9ad8\u5ea6\u6a5f\u80fd\u304c\u8ffd\u52a0\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n

IBM\u3084Watsonx\u3068\u306e\u7d71\u5408\u3082\u9032\u3093\u3067\u304a\u308a\u3001watsonx.ai\u30e2\u30c7\u30eb\u5bfe\u5fdc<\/strong>\u306a\u3069\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u9069\u7528\u306e\u5e45\u304c\u62e1\u5927\u4e2d\u3067\u3059\u3002<\/p>\r\n\u7d71\u5408\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u30fbEmbeddings\u9078\u3073\u306e\u30dd\u30a4\u30f3\u30c8<\/b>\r\n

\u73fe\u6642\u70b9\u3067Milvus\u3001Weaviate\u3001Pinecone\u3001Elasticsearch\u3001Postgres\u306a\u3069\u8907\u6570\u306e\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3068\u306e\u9023\u643a<\/strong>\u304c\u516c\u5f0f\u306b\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n

Embeddings\u306b\u3064\u3044\u3066\u306fOpenAI\u3001Watsonx\u3001VoyageAI\u3001Huggingface\u306a\u3069\u8907\u6570\u30c9\u30e9\u30a4\u30d0\u304c\u3042\u308a\u3001\u7528\u9014\u306b\u5fdc\u3058\u305f\u6700\u9069\u9078\u5b9a\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n

<\/p>\n\n

LlamaIndex\u306e\u5f37\u307f\u3068\u9650\u754c\u2014\u6226\u7565\u7684\u9078\u3073\u65b9<\/h2>\n\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8<\/b>\r\n
    \r\n\t
  1. \u9ad8\u901f\u30fb\u9ad8\u7cbe\u5ea6\u306a\u691c\u7d22\u6587\u8108\u306e\u69cb\u7bc9<\/strong>\u306b\u7279\u5316\u3057\u305f\u8a2d\u8a08<\/li>\r\n\t
  2. RAG\u69cb\u6210\u306e\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u5316<\/strong>\u3055\u308c\u305fAPI\u7fa4\uff08\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3\u30fb\u8a55\u4fa1\u6a5f\u69cb\u306a\u3069\uff09<\/li>\r\n\t
  3. \u8c4a\u5bcc\u306a\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u30fbLLM\u3068\u306e\u63a5\u7d9a\u6027\u3068\u62e1\u5f35\u6027<\/strong><\/li>\r\n<\/ol>\r\n\u4e3b\u306a\u30c7\u30e1\u30ea\u30c3\u30c8\u30fb\u6ce8\u610f\u70b9<\/b>\r\n
      \r\n\t
    1. \u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3067\u306f\u521d\u671f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u69cb\u7bc9\u306b\u8a08\u7b97\u8cc7\u6e90\u304c\u5fc5\u8981<\/strong><\/li>\r\n\t
    2. \u521d\u5fc3\u8005\u306b\u306f\u8a2d\u5b9a\u3084\u6700\u9069\u5316\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u7406\u89e3\u306b\u5b66\u7fd2\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b<\/strong><\/li>\r\n\t
    3. \u7528\u9014\u306b\u3088\u3063\u3066\u306f\u3001\u76f4\u63a5LLM\u306b\u8cbc\u308a\u4ed8\u3051\u305f\u65b9\u304c\u7cbe\u5ea6\u304c\u826f\u3044\u30b1\u30fc\u30b9\u3082\u5b58\u5728<\/strong>\uff08ChatGPT\u306a\u3069\uff09<\/li>\r\n<\/ol>\r\n

      <\/p>\n\n

      \u672a\u6765\u5c55\u671b\u2014LlamaIndex\u306f\u3069\u3053\u3078\u9032\u3080\u3079\u304d\u304b\uff1f<\/h2>\nLangChain\u3084AutoGen\u3068\u306e\u5354\u8abf\u9032\u5316<\/b>\r\n

      \u4eca\u5f8c\u306fLangChain\u3084AutoGen\u3068\u7d71\u5408\u3057\u3066\u8907\u6570\u30b9\u30c6\u30c3\u30d7\u63a8\u8ad6\u3084\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6a5f\u69cb\u306e\u4e00\u90e8\u3068\u3057\u3066<\/strong>\u6a5f\u80fd\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u8907\u96d1\u306aAI\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u691c\u7d22\u30fb\u30a8\u30c3\u30b8\u74b0\u5883\u3067\u306e\u9069\u7528\u53ef\u80fd\u6027<\/b>\r\n

      \u6700\u65b0\u306e\u8efd\u91cfEmbedding\u624b\u6cd5\u3084\u975e\u540c\u671f\u51e6\u7406<\/strong>\u306e\u5f37\u5316\u306b\u3088\u308a\u3001\u30d6\u30e9\u30a6\u30b6\u3084\u30e2\u30d0\u30a4\u30eb\u306a\u3069\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3067\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u691c\u7d22\u5fdc\u7b54\u3082\u8996\u91ce\u306b\u3002\uff08\u30d0\u30fc\u30b8\u30e7\u30f30.12\u4ee5\u964d\u306e\u5f37\u5316\u6a5f\u80fd\u304c\u9375\u3067\u3059\uff09<\/p>\r\n

      <\/p>\n\n

      \u307e\u3068\u3081\uff1aLlamaIndex\u306e\u6df1\u5c64\u3092\u898b\u629c\u304f\u9375<\/h2>\n

      LlamaIndex\u306f\u3001\u300c\u30c7\u30fc\u30bf\u2192\u30d9\u30af\u30c8\u30eb\u2192\u6587\u8108\u300d\u3068\u3044\u3046\u60c5\u5831\u51e6\u7406\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001RAG\uff08Retrieval-Augmented Generation\uff09\u306b\u7279\u5316\u3057\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u30c7\u30fc\u30bf\u304b\u3089\u610f\u5473\u306e\u3042\u308b\u6587\u8108\u3092\u751f\u6210\u3059\u308b\u904e\u7a0b\u3092\u3001\u30b7\u30f3\u30d7\u30eb\u304b\u3064\u9ad8\u6027\u80fd\u306b\u5b9f\u73fe\u3059\u308b\u70b9\u304c\u6700\u5927\u306e\u7279\u5fb4\u3068\u3044\u3048\u308b\u3002<\/p>\r\n

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      \u6280\u8853\u9762\u3067\u306f\u3001\u975e\u540c\u671f\u51e6\u7406\u3078\u306e\u5bfe\u5fdc\u3084\u3001FAISS\u3084Weaviate\u3068\u3044\u3063\u305f\u8907\u6570\u306e\u30d9\u30af\u30c8\u30eb\u30b9\u30c8\u30a2\u3068\u306e\u9023\u643a\u6a5f\u80fd<\/strong>\u306b\u3088\u308a\u3001\u67d4\u8edf\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u69cb\u6210\u304c\u53ef\u80fd\u3060\u3002\u307e\u305f\u3001IBM\u88fd\u54c1\u3084Watsonx\u3068\u306e\u7d71\u5408\u3082\u8996\u91ce\u306b\u5165\u308c\u3066\u304a\u308a\u3001\u5b9f\u904b\u7528\u3092\u91cd\u8996\u3057\u305f\u8a2d\u8a08\u601d\u60f3<\/strong>\u304c\u968f\u6240\u306b\u898b\u3089\u308c\u308b\u3002<\/p>\r\n

      \u5c0e\u5165\u3092\u691c\u8a0e\u3059\u308b\u969b\u306f\u3001\u5358\u306b\u6a5f\u80fd\u9762\u3060\u3051\u3067\u306a\u304f\u3001\u5bfe\u8c61\u3068\u3059\u308b\u30c7\u30fc\u30bf\u306e\u898f\u6a21\u3084\u54c1\u8cea\u306b\u9069\u3057\u305f\u69cb\u6210<\/strong>\u3092\u3069\u3046\u8a2d\u8a08\u3059\u308b\u304b\u304c\u91cd\u8981\u3068\u306a\u308b\u3002\u307e\u305f\u3001\u4ed6\u306eRAG\u7cfb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3084\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u4ee3\u66ff\u624b\u6bb5\u3068\u6bd4\u8f03\u3057\u305f\u4e0a\u3067\u306e\u9078\u5b9a\u304c\u3001\u9577\u671f\u7684\u306a\u904b\u7528\u306b\u304a\u3044\u3066\u9375\u3092\u63e1\u308b\u3060\u308d\u3046\u3002LlamaIndex\u3092\u6700\u5927\u9650\u306b\u6d3b\u304b\u3059\u306b\u306f\u3001\u3053\u3046\u3057\u305f\u7dcf\u5408\u7684\u306a\u8996\u70b9\u304b\u3089\u306e\u7406\u89e3\u304c\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002<\/p>\r\n

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