{"id":35215,"date":"2026-10-07T17:24:38","date_gmt":"2026-10-07T08:24:38","guid":{"rendered":"https:\/\/workwonders.jp\/media\/archives\/35215\/"},"modified":"2026-10-07T17:24:38","modified_gmt":"2026-10-07T08:24:38","slug":"embeddinggemma-2%e3%81%8c4%e3%83%a2%e3%83%80%e3%83%aa%e3%83%86%e3%82%a3%e3%82%92%e7%b5%b1%e5%90%88%e3%80%82rag%e3%81%a8%e3%82%aa%e3%83%95%e3%83%a9%e3%82%a4%e3%83%b3%e6%a4%9c%e7%b4%a2%e3%81%8c%e5%a4%89","status":"publish","type":"post","link":"https:\/\/workwonders.jp\/media\/archives\/35215\/","title":{"rendered":"EmbeddingGemma 2\u304c4\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u7d71\u5408\u3002RAG\u3068\u30aa\u30d5\u30e9\u30a4\u30f3\u691c\u7d22\u304c\u5909\u308f\u308b"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/thumbnail-cmuxnn18y000004l6mxsdfonc-2026-10-07-17-23-02.png\" alt=\"EmbeddingGemma 2\u304c4\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u7d71\u5408\u3002RAG\u3068\u30aa\u30d5\u30e9\u30a4\u30f3\u691c\u7d22\u304c\u5909\u308f\u308b\" width=\"1536\" height=\"1024\" class=\"alignnone size-full wp-image-35209\" srcset=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/thumbnail-cmuxnn18y000004l6mxsdfonc-2026-10-07-17-23-02.png 1536w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/thumbnail-cmuxnn18y000004l6mxsdfonc-2026-10-07-17-23-02-300x200.png 300w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/thumbnail-cmuxnn18y000004l6mxsdfonc-2026-10-07-17-23-02-1024x683.png 1024w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/thumbnail-cmuxnn18y000004l6mxsdfonc-2026-10-07-17-23-02-768x512.png 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<h2>\u3053\u306e\u8a18\u4e8b\u306e\u307e\u3068\u3081<\/h2>\n<p>EmbeddingGemma 2\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3084\u30b3\u30fc\u30c9\u3001\u753b\u50cf\u3001\u52d5\u753b\u3001\u97f3\u58f0\u3092\u540c\u4e00\u306e768\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3067\u6271\u3046\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3067\u3059\u3002\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306f7\u51044,000\u4e07\u3067\u3001\u4e00\u822c\u7684\u306aGPU\u3084CPU\u74b0\u5883\u3067\u3082\u30ed\u30fc\u30ab\u30eb\u304b\u3064\u30aa\u30d5\u30e9\u30a4\u30f3\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001\u5b9f\u73fe\u3067\u304d\u308b\u6a5f\u80fd\u3068\u4ed5\u69d8\u3001\u696d\u52d9\u3067\u306e\u6d3b\u7528\u30b7\u30fc\u30f3\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u3078\u306e\u52b9\u679c\u3068\u3044\u30463\u3064\u306e\u89b3\u70b9\u304b\u3089\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u753b\u50cf\u306e\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u751f\u6210\u3084\u97f3\u58f0\u306e\u6587\u5b57\u8d77\u3053\u3057\u3092\u4ecb\u3055\u305a\u306b\u3001\u30c6\u30ad\u30b9\u30c8\u306e\u691c\u7d22\u8a9e\u304b\u3089\u753b\u50cf\u3084\u97f3\u58f0\u3092\u76f4\u63a5\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u5fc5\u8981\u306a\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u307f\u3092\u8aad\u307f\u8fbc\u3080\u8a2d\u8a08\u306b\u3088\u308a\u3001Pixel 11 Pro\u3067\u306f\u30c6\u30ad\u30b9\u30c8\u5c02\u7528\u306e\u91cd\u307f\u3067\u7d04191MB\u3001\u5168\u4f53\u3067\u3082567MB\u306e\u30a2\u30af\u30c6\u30a3\u30d6RAM\u3067\u52d5\u4f5c\u3059\u308b\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<li>\u6b21\u5143\u3092768\u304b\u3089128\u3078\u524a\u6e1b\u3059\u308b\u3068\u4fdd\u5b58\u5bb9\u91cf\u306f6\u5206\u306e1\u306b\u6291\u3048\u3089\u308c\u307e\u3059\u304c\u3001\u753b\u50cf\u30fb\u52d5\u753b\u30fb\u97f3\u58f0\u306e\u691c\u7d22\u7cbe\u5ea6\u306f\u7d0475%\u307e\u3067\u4f4e\u4e0b\u3059\u308b\u305f\u3081\u3001\u5c0e\u5165\u524d\u306e\u4e8b\u524d\u691c\u8a3c\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<h2>4\u30e2\u30c0\u30ea\u30c6\u30a3\u7d71\u5408\u3067\u4f55\u304c\u3067\u304d\u308b\u304b<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-2-2026-10-07-17-23-10.jpg\" alt=\"4\u30e2\u30c0\u30ea\u30c6\u30a3\u7d71\u5408\u3067\u4f55\u304c\u3067\u304d\u308b\u304b\" width=\"1376\" height=\"768\" class=\"alignnone size-full wp-image-35212\" srcset=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-2-2026-10-07-17-23-10.jpg 1376w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-2-2026-10-07-17-23-10-300x167.jpg 300w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-2-2026-10-07-17-23-10-1024x572.jpg 1024w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-2-2026-10-07-17-23-10-768x429.jpg 768w\" sizes=\"auto, (max-width: 1376px) 100vw, 1376px\" \/><\/p>\n<h3>\u7d71\u4e00\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u306e\u610f\u5473<\/h3>\n<p>\u300c\u7d71\u5408\u300d\u3068\u306f\u3001\u7570\u306a\u308b\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u5358\u4e00\u306e\u7269\u5dee\u3057\u306e\u4e0a\u306b\u63c3\u3048\u3066\u914d\u7f6e\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002\u79c1\u304c\u3053\u308c\u3092\u91cd\u8981\u3060\u3068\u601d\u3046\u306e\u306f\u3001\u3053\u308c\u307e\u3067\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u51e6\u7406\u306e\u8907\u96d1\u3055\u3092\u6839\u672c\u304b\u3089\u5909\u3048\u308b\u30a2\u30d7\u30ed\u30fc\u30c1\u3060\u304b\u3089\u3067\u3059\u3002<\/p>\n<p>\u57cb\u3081\u8fbc\u307f\u3068\u306f\u3001\u6587\u7ae0\u3084\u753b\u50cf\u306a\u3069\u306e\u5185\u5bb9\u3092\u6570\u5024\u306e\u4e26\u3073\u3078\u3068\u5909\u63db\u3059\u308b\u51e6\u7406\u3067\u3059\u3002\u5909\u63db\u5f8c\u306e\u6570\u5024\u540c\u58eb\u306e\u8ddd\u96e2\u3092\u6e2c\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u610f\u5473\u306e\u8fd1\u3044\u60c5\u5831\u3092\u691c\u7d22\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u304c\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u57fa\u76e4\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>EmbeddingGemma 2\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u97f3\u58f0\u3001\u52d5\u753b\u3092\u5171\u901a\u306e768\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3078\u5909\u63db\u3057\u307e\u3059\u3002\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306f7\u51044,000\u4e07\u3067\u3001Gemma 4\u306e\u30c7\u30b3\u30fc\u30c0\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u57fa\u76e4\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3001\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u5206\u985e\u3068\u3044\u3063\u305f\u9ad8\u8ca0\u8377\u306a\u30af\u30ed\u30b9\u30e2\u30fc\u30c0\u30eb\u51e6\u7406\u3092\u3001\u4e00\u822c\u7684\u306aGPU\u3084CPU\u4e0a\u3067\u30ed\u30fc\u30ab\u30eb\u304b\u3064\u30aa\u30d5\u30e9\u30a4\u30f3\u3067\u5b9f\u884c\u53ef\u80fd\u3067\u3059\uff08<a href=\"https:\/\/ai.google.dev\/gemma\/docs\/embeddinggemma\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*1<\/a>\uff09\u3002<\/p>\n<p>EmbeddingGemma 2\u306f\u3001\u8907\u6570\u306e\u30e2\u30c7\u30eb\u3092\u9023\u7d50\u3059\u308b\u65b9\u5f0f\u306b\u4ee3\u308f\u308a\u3001\u5171\u901a\u306e768\u6b21\u5143\u7a7a\u9593\u306b\u5199\u50cf\u3059\u308b\u30e2\u30b8\u30e5\u30fc\u30eb\u5f0f\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u5404\u30e2\u30c0\u30ea\u30c6\u30a3\u306f\u5c02\u7528\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3067\u51e6\u7406\u3055\u308c\u307e\u3059\u304c\u3001\u3059\u3079\u3066\u306e\u5165\u529b\u304c\u5171\u901a\u306e\u30d0\u30c3\u30af\u30dc\u30fc\u30f3\u3092\u901a\u904e\u3059\u308b\u305f\u3081\u3001\u751f\u6210\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f\u306f\u540c\u4e00\u306e\u6b21\u5143\u7a7a\u9593\u4e0a\u306b\u6574\u5217\u3057\u307e\u3059\uff08<a href=\"https:\/\/developers.googleblog.com\/en\/embeddinggemma-2-the-developer-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*2<\/a>\uff09\u3002<\/p>\n<p>\u5f93\u6765\u306e\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u300c\u753b\u50cf\u8a8d\u8b58\u30e2\u30c7\u30eb\u3067\u8aac\u660e\u6587\u3092\u751f\u6210\u3057\u3001\u305d\u306e\u6587\u7ae0\u3092\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306b\u6e21\u3059\u300d\u3068\u3044\u3046\u8907\u6570\u30e2\u30c7\u30eb\u306e\u9023\u7d50\u304c\u524d\u63d0\u3067\u3057\u305f\u3002\u9023\u7d50\u304c\u5897\u3048\u308b\u307b\u3069\u9045\u5ef6\u306f\u7a4d\u307f\u91cd\u306a\u308a\u3001\u30a8\u30e9\u30fc\u306e\u539f\u56e0\u3082\u5206\u6563\u3057\u307e\u3059\u3002EmbeddingGemma 2\u304c\u3053\u306e\u69cb\u9020\u3092\u4e00\u672c\u5316\u3057\u305f\u3053\u3068\u306f\u3001\u6280\u8853\u7684\u306a\u6027\u80fd\u5411\u4e0a\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u52d9\u4e0a\u306e\u5c0e\u5165\u30b3\u30b9\u30c8\u3092\u4e0b\u3052\u308b\u3068\u3044\u3046\u70b9\u3067\u3082\u610f\u5473\u304c\u5927\u304d\u3044\u3068\u79c1\u306f\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u6587\u5b57\u8d77\u3053\u3057\u4e0d\u8981\u306e\u6a2a\u65ad\u691c\u7d22<\/h3>\n<p>\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u304c\u540c\u4e00\u7a7a\u9593\u306b\u914d\u7f6e\u3055\u308c\u308b\u305f\u3081\u3001\u4e2d\u9593\u306e\u5909\u63db\u51e6\u7406\u3092\u631f\u3080\u3053\u3068\u306a\u304f\u76f8\u4e92\u306b\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>EmbeddingGemma 2\u306f\u3001\u591a\u69d8\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u300c\u57cb\u3081\u8fbc\u307f\u300d\u3068\u547c\u3070\u308c\u308b\u6570\u5024\u8868\u73fe\u3078\u3068\u5909\u63db\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u540c\u3058\u7a7a\u9593\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3055\u308c\u308b\u305f\u3081\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u30c6\u30ad\u30b9\u30c8\u306e\u691c\u7d22\u30af\u30a8\u30ea\u3068\u753b\u50cf\u3084\u97f3\u58f0\u30af\u30ea\u30c3\u30d7\u306e\u985e\u4f3c\u5ea6\u3092\u76f4\u63a5\u6bd4\u8f03\u53ef\u80fd\u3067\u3059\u3002Google\u306b\u3088\u308c\u3070\u3001\u3053\u306e\u624b\u6cd5\u306b\u3088\u308a\u3001\u753b\u50cf\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u751f\u6210\u3001\u97f3\u58f0\u30c6\u30ad\u30b9\u30c8\u5909\u63db\u3001\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u306e\u5404\u30e2\u30c7\u30eb\u3092\u9023\u7d50\u3059\u308b\u69cb\u6210\u3067\u751f\u3058\u3066\u3044\u305f\u9045\u5ef6\u3084\u30e1\u30e2\u30ea\u8ca0\u8377\u3092\u5927\u5e45\u306b\u8efd\u6e1b\u3067\u304d\u307e\u3059\uff08<a href=\"https:\/\/superpowerdaily.com\/posts\/google-releases-embeddinggemma-2-for-offline-search-across-photos-audio-and-video\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*3<\/a>\uff09\u3002<\/p>\n<p>\u30ed\u30fc\u30ab\u30eb\u691c\u7d22\u3084\u30e1\u30c7\u30a3\u30a2\u691c\u7d22\u6a5f\u80fd\u3092\u958b\u767a\u3059\u308b\u969b\u3082\u30013\u3064\u306e\u30e2\u30c7\u30eb\u3092\u9023\u643a\u3055\u305b\u308b\u5fc5\u8981\u304c\u306a\u3044\u305f\u3081\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3068\u30e1\u30e2\u30ea\u6d88\u8cbb\u3092\u4f4e\u304f\u6291\u3048\u3089\u308c\u307e\u3059\u3002\u7aef\u672b\u4e0a\u3067\u306e\u5b9f\u884c\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u3092\u91cd\u8996\u3059\u308b\u30a2\u30d7\u30ea\u5411\u3051\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u97f3\u58f0\u306b\u5bfe\u5fdc\u3057\u306a\u304c\u3089\u3082\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u306f7\u51044,000\u4e07\u306b\u3068\u3069\u307e\u308a\u307e\u3059\uff08<a href=\"https:\/\/developers.googleblog.com\/en\/google-ai-edge-with-embeddinggemma-2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*4<\/a>\uff09\u3002<\/p>\n<h3>\u30e2\u30c0\u30ea\u30c6\u30a3\u6df7\u5728\u5165\u529b\u306e\u6271\u3044<\/h3>\n<p>1\u3064\u306e\u5165\u529b\u306e\u4e2d\u306b\u3001\u6587\u7ae0\u3068\u753b\u50cf\u3084\u97f3\u58f0\u3092\u307e\u3068\u3081\u3066\u542b\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u5358\u4e00\u306e\u5165\u529b\u306b\u304a\u3044\u3066\u3001\u5171\u6709\u3055\u308c\u305f8,192\u30c8\u30fc\u30af\u30f3\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u5185\u3067\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u52d5\u753b\u3001\u97f3\u58f0\u3092\u6df7\u5728\u3055\u305b\u3066\u51e6\u7406\u3067\u304d\u307e\u3059\u3002\u5404\u30e1\u30c7\u30a3\u30a2\u306e\u633f\u5165\u4f4d\u7f6e\u306f\u3001\u30e2\u30c7\u30eb\u306e\u8a9e\u5f59\u306b\u542b\u307e\u308c\u308b\u30d7\u30ec\u30fc\u30b9\u30db\u30eb\u30c0\u30fc\u30c8\u30fc\u30af\u30f3\u306b\u3088\u3063\u3066\u30c6\u30ad\u30b9\u30c8\u4e2d\u306b\u6307\u5b9a\u3057\u307e\u3059\u3002\u753b\u50cf\u306e\u914d\u7f6e\u5834\u6240\u306f`&lt;|image|&gt;`\u3001\u52d5\u753b\u306f`&lt;|video|&gt;`\u3001\u97f3\u58f0\u306f`&lt;|audio|&gt;`\u3067\u8868\u3057\u307e\u3059\uff08<a href=\"https:\/\/huggingface.co\/google\/embeddinggemma-2\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*5<\/a>\uff09\u3002<\/p>\n<p>\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u5404\u30d7\u30ec\u30fc\u30b9\u30db\u30eb\u30c0\u30fc\u306b\u306f\u3001\u5bfe\u5fdc\u3059\u308b\u30ad\u30fc\u306e\u30c7\u30fc\u30bf\u304c\u9806\u756a\u306b\u5272\u308a\u5f53\u3066\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u51e6\u7406\u547c\u3073\u51fa\u3057\u306b\u3088\u3063\u3066\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u52d5\u753b\u3092\u7d71\u5408\u3057\u305f\u5358\u4e00\u306e\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u304c\u8fd4\u3055\u308c\u307e\u3059\u3002\u751f\u6210\u3055\u308c\u305f\u57cb\u3081\u8fbc\u307f\u306f\u3001\u300c\u30c8\u30ec\u30a4\u30eb\u30e9\u30f3\u30cb\u30f3\u30b0\u7528\u306e\u9632\u6c34\u30b7\u30e5\u30fc\u30ba\u300d\u3068\u3044\u3063\u305f\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u306e\u30af\u30a8\u30ea\u306a\u3069\u3001\u4ed6\u306eEmbeddingGemma 2\u306e\u57cb\u3081\u8fbc\u307f\u3068\u76f4\u63a5\u6bd4\u8f03\u3067\u304d\u307e\u3059\uff08<a href=\"https:\/\/huggingface.co\/google\/embeddinggemma-2\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*5<\/a>\uff09\u3002<\/p>\n<h2>\u30e2\u30c7\u30eb\u306e\u4ed5\u7d44\u307f\u3068\u4e3b\u306a\u4ed5\u69d8<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-3-2026-10-07-17-23-10.jpg\" alt=\"\u30e2\u30c7\u30eb\u306e\u4ed5\u7d44\u307f\u3068\u4e3b\u306a\u4ed5\u69d8\" width=\"1376\" height=\"768\" class=\"alignnone size-full wp-image-35214\" srcset=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-3-2026-10-07-17-23-10.jpg 1376w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-3-2026-10-07-17-23-10-300x167.jpg 300w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-3-2026-10-07-17-23-10-1024x572.jpg 1024w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-3-2026-10-07-17-23-10-768x429.jpg 768w\" sizes=\"auto, (max-width: 1376px) 100vw, 1376px\" \/><\/p>\n<h3>\u30e2\u30b8\u30e5\u30fc\u30eb\u5f0f\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3068\u5fc5\u8981\u30e1\u30e2\u30ea<\/h3>\n<p>\u4f7f\u7528\u3059\u308b\u6a5f\u80fd\u3060\u3051\u3092\u9078\u629e\u3057\u3066\u8aad\u307f\u8fbc\u3081\u308b\u305f\u3081\u3001\u6d88\u8cbb\u30e1\u30e2\u30ea\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u5b9f\u884c\u6642\u306b\u306f\u3001\u7528\u9014\u306b\u5fdc\u3058\u3066\u5fc5\u8981\u306a\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3060\u3051\u3092\u8aad\u307f\u8fbc\u307f\u53ef\u80fd\u3067\u3059\u3002\u69cb\u6210\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u30fb\u30b3\u30fc\u30c9\u5411\u3051\u306e2\u51047,000\u4e07\u3001\u30c6\u30ad\u30b9\u30c8\u30fb\u753b\u50cf\u5411\u3051\u306e4\u51044,000\u4e07\u3001\u30c6\u30ad\u30b9\u30c8\u30fb\u97f3\u58f0\u5411\u3051\u306e5\u51047,000\u4e07\u3001\u5168\u30e2\u30c0\u30ea\u30c6\u30a3\u5411\u3051\u306e7\u51044,000\u4e07\u30d1\u30e9\u30e1\u30fc\u30bf\u3068\u3044\u30464\u7a2e\u985e\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3044\u305a\u308c\u306e\u69cb\u6210\u3082\u3001\u4e92\u63db\u6027\u3092\u6301\u3064\u540c\u4e00\u306e\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3078\u3068\u5199\u50cf\u3055\u308c\u307e\u3059\uff08<a href=\"https:\/\/developers.googleblog.com\/en\/embeddinggemma-2-the-developer-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*2<\/a>\uff09\u3002<\/p>\n<p>Google\u306e\u5831\u544a\u306b\u3088\u308b\u3068\u3001Pixel 11 Pro\u306b\u304a\u3051\u308b\u30a2\u30af\u30c6\u30a3\u30d6RAM\u4f7f\u7528\u91cf\u306f\u3001\u91cf\u5b50\u5316\u3055\u308c\u305f\u30c6\u30ad\u30b9\u30c8\u5c02\u7528\u306e\u91cd\u307f\u3067\u7d04191MB\u3001\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30e2\u30c7\u30eb\u5168\u4f53\u3067\u3082567MB\u3067\u3059\u3002\u91cf\u5b50\u5316\u3068\u306f\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u3092\u5727\u7e2e\u3059\u308b\u51e6\u7406\u3092\u6307\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3053\u308c\u3089\u306fGoogle\u304c\u7279\u5b9a\u7aef\u672b\u3067\u6e2c\u5b9a\u3057\u305f\u5024\u3067\u3042\u308a\u3001\u3059\u3079\u3066\u306e\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3067\u540c\u4e00\u306e\u6d88\u8cbb\u91cf\u306b\u306a\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\uff08<a href=\"https:\/\/superpowerdaily.com\/posts\/google-releases-embeddinggemma-2-for-offline-search-across-photos-audio-and-video\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*3<\/a>\uff09\u3002<\/p>\n<h3>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u9577\u3068\u5165\u529b\u306e\u4e0a\u9650<\/h3>\n<p>\u5165\u529b\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u91cf\u306f\u3001\u5168\u4f53\u3067\u5171\u6709\u3055\u308c\u308b8,192\u30c8\u30fc\u30af\u30f3\u306e\u67a0\u306b\u3088\u3063\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c0\u30ea\u30c6\u30a3\u3054\u3068\u306e\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u91cf\u3068\u6700\u5927\u5165\u529b\u6570\u306f\u3001\u30e2\u30c7\u30eb\u30ab\u30fc\u30c9\u306b\u660e\u8a18\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u306f\u30b5\u30d6\u30ef\u30fc\u30c9\u3042\u305f\u308a1\u30c8\u30fc\u30af\u30f3\u3092\u6d88\u8cbb\u3057\u3001\u4e0a\u9650\u306f\u6700\u59278,192\u30c8\u30fc\u30af\u30f3\u3067\u3059\u3002<\/p>\n<p>\u753b\u50cf\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u30671\u679a\u3042\u305f\u308a280\u30c8\u30fc\u30af\u30f3\u3001\u6700\u5927\u3067\u7d0429\u679a\u307e\u3067\u5165\u529b\u3067\u304d\u307e\u3059\u3002\u52d5\u753b\u306f1\u30d5\u30ec\u30fc\u30e0\u3042\u305f\u308a140\u30c8\u30fc\u30af\u30f3\u3067\u7d0458\u30d5\u30ec\u30fc\u30e0\u3001\u97f3\u58f0\u306f1\u79d2\u3042\u305f\u308a25\u30c8\u30fc\u30af\u30f3\u3067\u7d04327\u79d2\u306b\u9054\u3057\u307e\u3059\uff08<a href=\"https:\/\/ai.google.dev\/gemma\/docs\/embeddinggemma\/model_card_2\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*6<\/a>\uff09\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u6700\u5927\u5024\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u4f75\u7528\u305b\u305a\u5358\u4e00\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u306e\u307f\u3092\u6295\u5165\u3057\u305f\u5834\u5408\u306e\u6570\u5024\u3067\u3059\u3002\u6df7\u5728\u5165\u529b\u3067\u306f\u5171\u901a\u306e\u30c8\u30fc\u30af\u30f3\u67a0\u3092\u5206\u3051\u5408\u3046\u4ed5\u69d8\u306e\u305f\u3081\u3001\u8907\u6570\u306e\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u3001\u305d\u308c\u305e\u308c\u306e\u8a31\u5bb9\u5165\u529b\u6570\u306f\u6e1b\u5c11\u3057\u307e\u3059\uff08<a href=\"https:\/\/ai.google.dev\/gemma\/docs\/embeddinggemma\/model_card_2\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*6<\/a>\uff09\u3002<\/p>\n<h3>MRL\u306b\u3088\u308b\u6b21\u5143\u306e\u5207\u308a\u8a70\u3081<\/h3>\n<p>\u30b9\u30c8\u30ec\u30fc\u30b8\u5bb9\u91cf\u3092\u512a\u5148\u3057\u305f\u3044\u5834\u5408\u306f\u3001Matryoshka Representation Learning\uff08MRL\uff09\u306b\u3088\u308a\u57cb\u3081\u8fbc\u307f\u306e\u6b21\u5143\u6570\u3092\u77ed\u7e2e\u3059\u308b\u904b\u7528\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u51fa\u529b\u6b21\u5143\u306f768\u3001512\u3001256\u3001128\u304b\u3089\u6307\u5b9a\u53ef\u80fd\u3067\u3059\u3002\u5727\u7e2e\u7387\u306f768\u6b21\u5143\u30921:1\u3068\u3059\u308b\u3068\u3001512\u6b21\u5143\u30671:1.5\u3001256\u6b21\u5143\u30671:3\u3001128\u6b21\u5143\u3067\u306f1:6\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u5927\u898f\u6a21\u30c6\u30ad\u30b9\u30c8\u57cb\u3081\u8fbc\u307f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\uff08MTEB\u3001\u591a\u8a00\u8a9e\u3001v2\uff09\u306e\u5e73\u5747\u30b9\u30b3\u30a2\u306f768\u6b21\u5143\u306761.36\u3001512\u6b21\u5143\u306761.17\u3001256\u6b21\u5143\u306760.41\u3001128\u6b21\u5143\u306757.89\u3067\u3057\u305f\u3002\u4e00\u65b9\u3001\u5927\u898f\u6a21\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u57cb\u3081\u8fbc\u307f\u30d9\u30f3\u30c1\u30de\u30fc\u30af\uff08MMEB\u3001v2\uff09\u306e\u7dcf\u5408\u30b9\u30b3\u30a2\u306f768\u6b21\u5143\u306e59.01\u306b\u5bfe\u3057\u3001128\u6b21\u5143\u3067\u306f45.65\u3068\u306a\u3063\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/ollama.com\/library\/embeddinggemma-2\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*7<\/a>\uff09\u3002<\/p>\n<p>128\u6b21\u5143\u306f\u30b9\u30c8\u30ec\u30fc\u30b8\u4f7f\u7528\u91cf\u30926\u5206\u306e1\u306b\u524a\u6e1b\u3067\u304d\u308b\u305f\u3081\u3001\u5927\u898f\u6a21\u306a\u30c6\u30ad\u30b9\u30c8\u5c02\u7528\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u69cb\u7bc9\u3084\u3001\u518d\u30e9\u30f3\u30ad\u30f3\u30b0\u524d\u306e\u5019\u88dc\u7d5e\u308a\u8fbc\u307f\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u3084\u30b3\u30fc\u30c9\u3067\u306f\u7d0490%\u306e\u54c1\u8cea\u3092\u4fdd\u3061\u307e\u3059\u304c\u3001\u753b\u50cf\u3001\u52d5\u753b\u3001\u97f3\u58f0\u306e\u691c\u7d22\u54c1\u8cea\u306f\u7d0475%\u307e\u3067\u4f4e\u4e0b\u3057\u307e\u3059\u3002\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u691c\u7d22\u3067128\u6b21\u5143\u3092\u63a1\u7528\u3059\u308b\u969b\u306f\u3001\u4e8b\u524d\u306b\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u305f\u691c\u8a3c\u304c\u5fc5\u8981\u3067\u3059\uff08<a href=\"https:\/\/developers.googleblog.com\/en\/embeddinggemma-2-the-developer-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*2<\/a>\uff09\u3002<\/p>\n<p>\u6b21\u5143\u3092\u5207\u308a\u8a70\u3081\u305f\u5f8c\u306f\u3001\u518d\u6b63\u898f\u5316\u3092\u884c\u308f\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002\u5358\u4f4d\u9577\u30d9\u30af\u30c8\u30eb\u3092\u30b9\u30e9\u30a4\u30b9\u3057\u3066\u3082\u5358\u4f4d\u9577\u306f\u7dad\u6301\u3055\u308c\u306a\u3044\u305f\u3081\u3001\u77ed\u7e2e\u5f8c\u306e\u30d9\u30af\u30c8\u30eb\u306f\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u306e\u7b97\u51fa\u524d\u306bL2\u6b63\u898f\u5316\u3092\u65bd\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u624b\u9806\u3092\u6020\u308b\u3068\u3001\u30a8\u30e9\u30fc\u306f\u767a\u751f\u305b\u305a\u4e00\u898b\u6b63\u5e38\u306a\u30b9\u30b3\u30a2\u304c\u8fd4\u308b\u3082\u306e\u306e\u3001\u30e9\u30f3\u30ad\u30f3\u30b0\u306e\u7cbe\u5ea6\u304c\u77e5\u3089\u306c\u9593\u306b\u4f4e\u4e0b\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u30af\u30a8\u30ea\u3068\u6587\u66f8\u306e\u6b21\u5143\u6570\u306f\u4e00\u81f4\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001768\u6b21\u5143\u306e\u30af\u30a8\u30ea\u3092128\u6b21\u5143\u306e\u30b3\u30fc\u30d1\u30b9\u3068\u7167\u5408\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\uff08<a href=\"https:\/\/huggingface.co\/google\/embeddinggemma-2\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*5<\/a>\uff09\u3002<\/p>\n<h2>\u30d3\u30b8\u30cd\u30b9\u3067\u306e\u6d3b\u7528\u30b7\u30fc\u30f3<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-4-2026-10-07-17-23-10.jpg\" alt=\"\u30d3\u30b8\u30cd\u30b9\u3067\u306e\u6d3b\u7528\u30b7\u30fc\u30f3\" width=\"1376\" height=\"768\" class=\"alignnone size-full wp-image-35211\" srcset=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-4-2026-10-07-17-23-10.jpg 1376w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-4-2026-10-07-17-23-10-300x167.jpg 300w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-4-2026-10-07-17-23-10-1024x572.jpg 1024w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-4-2026-10-07-17-23-10-768x429.jpg 768w\" sizes=\"auto, (max-width: 1376px) 100vw, 1376px\" \/><\/p>\n<h3>\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u3068\u4f1a\u8b70\u8a18\u9332\u306e\u691c\u7d22<\/h3>\n<p>\u793e\u5185\u306b\u84c4\u7a4d\u3055\u308c\u305f\u6587\u66f8\u8cc7\u6599\u3084\u4f1a\u8b70\u30ed\u30b0\u3092\u3001\u81ea\u7136\u306a\u8a00\u8449\u3067\u6a2a\u65ad\u691c\u7d22\u3059\u308b\u7528\u9014\u304c\u60f3\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f01\u696d\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u8cc7\u7523\u304c\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u5b8c\u7d50\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u8003\u3048\u308b\u3068\u3001\u3053\u306e\u7528\u9014\u306f\u5b9f\u52d9\u4e0a\u306e\u9700\u8981\u3068\u5408\u81f4\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u30ab\u30fc\u30c9\u306b\u306f\u3001\u4e3b\u8981\u306a\u60f3\u5b9a\u7528\u9014\u3068\u3057\u3066\u691c\u7d22\u51e6\u7406\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u30c6\u30ad\u30b9\u30c8\u3001\u30b3\u30fc\u30c9\u3001\u753b\u50cf\u3001\u52d5\u753b\u3001\u97f3\u58f0\u3092\u5bfe\u8c61\u3068\u3059\u308b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u7528\u57cb\u3081\u8fbc\u307f\u3067\u3042\u308a\u3001\u6587\u66f8\u691c\u7d22\u3001\u4f01\u696d\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u6d3b\u7528\u3057\u305fRAG\u3001\u81ea\u7136\u8a00\u8a9e\u30af\u30a8\u30ea\u306b\u3088\u308b\u30b3\u30fc\u30c9\u691c\u7d22\u3001\u97f3\u58f0\u30a2\u30fc\u30ab\u30a4\u30d6\u306b\u5bfe\u3059\u308b\u97f3\u58f0\u30af\u30a8\u30ea\u691c\u7d22\u306a\u3069\u3092\u7db2\u7f85\u3057\u307e\u3059\uff08<a href=\"https:\/\/ai.google.dev\/gemma\/docs\/embeddinggemma\/model_card_2\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*6<\/a>\uff09\u3002<\/p>\n<p>Google\u306fMac\u5411\u3051\u306bGoogle AI Edge Foresight\u306e\u63d0\u4f9b\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u3002\u3053\u308c\u306f\u6587\u8108\u3092\u7406\u89e3\u3059\u308b\u4f1a\u8b70\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3092\u7aef\u672b\u4e0a\u3067\u76f4\u63a5\u5b9f\u884c\u3059\u308b\u5b9f\u9a13\u7684\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002AI\u51e6\u7406\u3092\u5b8c\u5168\u306b\u30ed\u30fc\u30ab\u30eb\u3067\u5b9f\u65bd\u3057\u3001\u4f1a\u8a71\u306e\u6587\u5b57\u8d77\u3053\u3057\u3084\u500b\u4eba\u30d5\u30a1\u30a4\u30eb\u306e\u30e1\u30e2\u4f5c\u6210\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3001\u691c\u7d22\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n<p>\u30b7\u30b9\u30c6\u30e0\u306e\u30aa\u30fc\u30c7\u30a3\u30aa\u3084\u30de\u30a4\u30af\u5165\u529b\u306b\u76f4\u7d50\u3059\u308b\u305f\u3081\u3001\u5b8c\u5168\u30aa\u30d5\u30e9\u30a4\u30f3\u74b0\u5883\u3092\u542b\u3081\u3001\u3042\u3089\u3086\u308b\u4f1a\u8b70\u30c4\u30fc\u30eb\u3067\u5373\u5ea7\u306b\u6a5f\u80fd\u3057\u307e\u3059\u3002\u81ea\u7136\u8a00\u8a9e\u3067\u753b\u50cf\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3001\u6587\u5b57\u8d77\u3053\u3057\u3001\u30e1\u30e2\u3092\u6a2a\u65ad\u691c\u7d22\u3067\u304d\u308b\u3046\u3048\u3001\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u7aef\u672b\u5185\u306b\u4fdd\u6301\u3067\u304d\u3001\u56de\u7dda\u72b6\u6cc1\u306b\u5de6\u53f3\u3055\u308c\u305a\u30af\u30e9\u30a6\u30c9\u5229\u7528\u6599\u3082\u767a\u751f\u3057\u307e\u305b\u3093\uff08<a href=\"https:\/\/developers.googleblog.com\/en\/google-ai-edge-with-embeddinggemma-2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*4<\/a>\uff09\u3002<\/p>\n<p>\u79c1\u81ea\u8eab\u3001\u4f1a\u8b70\u306e\u8b70\u4e8b\u9332\u3084\u9332\u97f3\u30c7\u30fc\u30bf\u3092\u5f8c\u304b\u3089\u691c\u7d22\u3059\u308b\u4f5c\u696d\u306e\u975e\u52b9\u7387\u3055\u3092\u9577\u5e74\u611f\u3058\u3066\u304d\u307e\u3057\u305f\u3002\u300c\u3042\u306e\u4f1a\u8b70\u3067\u3069\u3093\u306a\u5224\u65ad\u3092\u3057\u305f\u304b\u300d\u3092\u63a2\u3059\u305f\u3081\u306b\u3001\u6587\u5b57\u8d77\u3053\u3057\u3092\u8aad\u307f\u8fd4\u3057\u305f\u308a\u3001\u9332\u97f3\u3092\u65e9\u9001\u308a\u3057\u305f\u308a\u3059\u308b\u6642\u9593\u306f\u3001\u7a4d\u307f\u91cd\u306a\u308b\u3068\u76f8\u5f53\u306a\u30b3\u30b9\u30c8\u306b\u306a\u308a\u307e\u3059\u3002EmbeddingGemma 2\u306e\u3088\u3046\u306a\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9\u30fb\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u691c\u7d22\u304c\u5b9f\u7528\u5316\u3055\u308c\u308c\u3070\u3001\u3053\u3046\u3057\u305f\u691c\u7d22\u306e\u624b\u9593\u306f\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u306f\u305a\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u4fbf\u5229\u3055\u3068\u5c0e\u5165\u306e\u3057\u3084\u3059\u3055\u306f\u5225\u306e\u8a71\u3067\u3059\u3002\u5b9f\u969b\u306b\u696d\u52d9\u3078\u5b9a\u7740\u3055\u305b\u308b\u306b\u306f\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u8a2d\u8a08\u3084\u66f4\u65b0\u904b\u7528\u306e\u4ed5\u7d44\u307f\u3092\u5225\u9014\u6574\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3>\u5199\u771f\u30fb\u52d5\u753b\u30fb\u97f3\u58f0\u8cc7\u7523\u306e\u691c\u7d22<\/h3>\n<p>\u7aef\u672b\u5185\u306b\u84c4\u7a4d\u3055\u308c\u305f\u30e1\u30c7\u30a3\u30a2\u8cc7\u7523\u3092\u3001\u8aac\u660e\u6587\u3092\u5165\u529b\u3057\u3066\u7d20\u65e9\u304f\u898b\u3064\u3051\u51fa\u3059\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002<\/p>\n<p>\u300cInstant Media Search\u300d\u3068\u3044\u3046\u30c7\u30e2\u3067\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u3084\u30b5\u30f3\u30d7\u30eb\u753b\u50cf\u3092\u7528\u3044\u3066\u7aef\u672b\u5185\u30e1\u30c7\u30a3\u30a2\u304b\u3089\u7279\u5b9a\u306e\u5199\u771f\u3084\u52d5\u753b\u3092\u691c\u7d22\u3067\u304d\u307e\u3059\u3002\u5165\u529b\u3055\u308c\u305f\u30af\u30a8\u30ea\u3068\u30e1\u30c7\u30a3\u30a2\u8cc7\u7523\u3092\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9\u3067\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u3001\u30e1\u30c7\u30a3\u30a2\u5074\u306e\u30d9\u30af\u30c8\u30eb\u306f\u30ed\u30fc\u30ab\u30eb\u306eSQLite\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u3046\u3048\u3067\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u304c\u6700\u3082\u9ad8\u3044\u5bfe\u8c61\u3092\u8fd4\u5374\u3057\u307e\u3059\u3002\u6587\u5b57\u5165\u529b\u4e2d\u306b\u3082\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u53cd\u5fdc\u3059\u308b\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u691c\u7d22\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/developers.googleblog.com\/en\/google-ai-edge-with-embeddinggemma-2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*4<\/a>\uff09\u3002<\/p>\n<p>\u52d5\u753b\u691c\u7d22\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30db\u30fc\u30e0\u30d3\u30c7\u30aa\u3084\u30b9\u30dd\u30fc\u30c4\u6620\u50cf\u306a\u3069\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9\u30a8\u30f3\u30b8\u30f3\u304c\u97f3\u58f0\u30c1\u30e3\u30f3\u30af\u3068\u3068\u3082\u306b\u6620\u50cf\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3057\u3001\u57cb\u3081\u8fbc\u307f\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u300c\u5b50\u3069\u3082\u304c\u7b11\u3063\u3066\u3044\u308b\u300d\u300c\u72ac\u304c\u30d5\u30ea\u30b9\u30d3\u30fc\u3092\u30ad\u30e3\u30c3\u30c1\u3057\u3066\u3044\u308b\u300d\u3068\u3044\u3063\u305f\u5177\u4f53\u7684\u306a\u6587\u8a00\u3092\u5165\u529b\u3059\u308c\u3070\u3001\u30a8\u30f3\u30b8\u30f3\u304c\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u57cb\u3081\u8fbc\u307f\u3092\u7b97\u51fa\u3057\u3066\u52d5\u753b\u30d5\u30ec\u30fc\u30e0\u306e\u57cb\u3081\u8fbc\u307f\u3068\u7167\u5408\u3057\u307e\u3059\u3002\u4e00\u81f4\u3059\u308b\u5834\u9762\u306e\u6b63\u78ba\u306a\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7\u304c\u5373\u5ea7\u306b\u63d0\u793a\u3055\u308c\u307e\u3059\uff08<a href=\"https:\/\/developers.googleblog.com\/en\/google-ai-edge-with-embeddinggemma-2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*4<\/a>\uff09\u3002<\/p>\n<h3>\u30b3\u30fc\u30c9\u691c\u7d22\u3068\u5206\u985e\u30fb\u610f\u601d\u6c7a\u5b9a<\/h3>\n<p>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306b\u304a\u3051\u308b\u30b3\u30fc\u30c9\u691c\u7d22\u3084\u3001\u5165\u529b\u5185\u5bb9\u306e\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u51e6\u7406\u306b\u3082\u5fdc\u7528\u3067\u304d\u307e\u3059\u3002\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u304c\u5927\u304d\u304f\u306a\u308b\u307b\u3069\u3001\u300c\u3042\u306e\u51e6\u7406\u304c\u3069\u3053\u306b\u66f8\u3044\u3066\u3042\u308b\u304b\u300d\u3092\u63a2\u3059\u6642\u9593\u306f\u81a8\u5927\u306b\u306a\u308a\u307e\u3059\u3002\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u306a\u30b3\u30fc\u30c9\u691c\u7d22\u306f\u305d\u306e\u554f\u984c\u306b\u76f4\u63a5\u52b9\u304d\u307e\u3059\u3002<\/p>\n<p>\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u306f\u30c6\u30ad\u30b9\u30c8\u3068\u540c\u69d8\u30012\u51047,000\u4e07\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30d9\u30fc\u30b9\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u51e6\u7406\u3055\u308c\u307e\u3059\u3002Google\u306b\u3088\u308c\u3070\u3001EmbeddingGemma 2\u306eMTEB Code\u30b9\u30b3\u30a2\u306f78.68\u306b\u9054\u3057\u3001\u521d\u4ee3EmbeddingGemma\u306e68.76\u304b\u3089\u5411\u4e0a\u3057\u307e\u3057\u305f\uff08<a href=\"https:\/\/thenewstack.io\/google-embeddinggemma-multimodal-search\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*8<\/a>\uff09\u3002<\/p>\n<p>\u30b3\u30fc\u30c9\u691c\u7d22\u3084\u6280\u8853\u8cc7\u6599\u306e\u63a2\u7d22\u306b\u304a\u3044\u3066EmbeddingGemma 1\u3092\u5927\u304d\u304f\u4e0a\u56de\u308b\u6027\u80fd\u3092\u767a\u63ee\u3059\u308b\u305f\u3081\u3001\u30ed\u30fc\u30ab\u30eb\u30ea\u30dd\u30b8\u30c8\u30ea\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3084AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u3088\u308b\u30b3\u30fc\u30c9\u691c\u7d22\u306b\u9069\u3057\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/developers.googleblog.com\/en\/embeddinggemma-2-the-developer-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*2<\/a>\uff09\u3002<\/p>\n<p>EmbeddingGemma 2\u306f\u3001\u6975\u3081\u3066\u4f4e\u9045\u5ef6\u306a\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9\u610f\u601d\u6c7a\u5b9a\u30a8\u30f3\u30b8\u30f3\u3068\u3057\u3066\u3082\u6a5f\u80fd\u3057\u307e\u3059\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u3084\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5165\u529b\u3092\u5206\u985e\u30e9\u30d9\u30eb\u3084\u8aac\u660e\u6587\u3068\u76f4\u63a5\u7167\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u308f\u305a\u304b\u6570\u30df\u30ea\u79d2\u3067\u30bc\u30ed\u30b7\u30e7\u30c3\u30c8\u306e\u610f\u56f3\u30eb\u30fc\u30c6\u30a3\u30f3\u30b0\u3092\u5b9f\u884c\u3057\u307e\u3059\uff08<a href=\"https:\/\/developers.googleblog.com\/en\/google-ai-edge-with-embeddinggemma-2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*4<\/a>\uff09\u3002<\/p>\n<p>Google\u304c\u63d0\u793a\u3057\u305f\u691c\u8a3c\u4f8b\u3067\u306f\u3001\u30c1\u30a7\u30b9\u306e\u30bf\u30fc\u30f3\u3054\u3068\u306b500\u901a\u308a\u306e\u9078\u629e\u80a2\u3092\u8a55\u4fa1\u3059\u308bMediaPipe Decision Task\u304c100\u30df\u30ea\u79d2\u672a\u6e80\u3067\u5b8c\u4e86\u3057\u307e\u3057\u305f\uff08<a href=\"https:\/\/developers.googleblog.com\/google-ai-edge-with-embeddinggemma-2\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*9<\/a>\uff09\u3002<\/p>\n<h2>RAG\u3068\u30aa\u30d5\u30e9\u30a4\u30f3\u691c\u7d22\u306e\u5e83\u304c\u308a<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-5-2026-10-07-17-23-10.jpg\" alt=\"RAG\u3068\u30aa\u30d5\u30e9\u30a4\u30f3\u691c\u7d22\u306e\u5e83\u304c\u308a\" width=\"1376\" height=\"768\" class=\"alignnone size-full wp-image-35210\" srcset=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-5-2026-10-07-17-23-10.jpg 1376w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-5-2026-10-07-17-23-10-300x167.jpg 300w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-5-2026-10-07-17-23-10-1024x572.jpg 1024w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-5-2026-10-07-17-23-10-768x429.jpg 768w\" sizes=\"auto, (max-width: 1376px) 100vw, 1376px\" \/><\/p>\n<h3>\u30ed\u30fc\u30ab\u30eb\u3067\u52d5\u304f\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30ebRAG<\/h3>\n<p>\u751f\u6210\u30e2\u30c7\u30eb\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u7aef\u672b\u30ed\u30fc\u30ab\u30eb\u3067\u5b8c\u7d50\u3059\u308bRAG\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u30af\u30e9\u30a6\u30c9\u306b\u4f9d\u5b58\u3057\u306a\u3044RAG\u306f\u3001\u6a5f\u5bc6\u60c5\u5831\u3092\u6271\u3046\u4f01\u696d\u3084\u3001\u901a\u4fe1\u74b0\u5883\u304c\u5b89\u5b9a\u3057\u306a\u3044\u73fe\u5834\u3067\u306e\u5229\u7528\u306b\u304a\u3044\u3066\u5b9f\u8cea\u7684\u306a\u9078\u629e\u80a2\u306b\u306a\u308a\u5f97\u307e\u3059\u3002<\/p>\n<p>EmbeddingGemma 2\u3092Gemma 4 E2B\u3068\u7d44\u307f\u5408\u308f\u305b\u308c\u3070\u3001\u6587\u8108\u306b\u5fdc\u3058\u305f\u30e2\u30d0\u30a4\u30eb\u30d5\u30a1\u30fc\u30b9\u30c8\u306aRAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3084\u5bfe\u8a71\u578b\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u53ef\u80fd\u3067\u3059\uff08<a href=\"https:\/\/ai.google.dev\/gemma\/docs\/embeddinggemma\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*1<\/a>\uff09\u3002<\/p>\n<p>\u672c\u30e2\u30c7\u30eb\u306fGemma 4\u306e\u30c6\u30ad\u30b9\u30c8\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u3068\u97f3\u58f0\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u306e\u8a2d\u8a08\u3092\u7d99\u627f\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u4e21\u30e2\u30c7\u30eb\u3092\u7aef\u672b\u4e0a\u3067\u540c\u6642\u306b\u52d5\u304b\u3059\u969b\u3082\u30e1\u30e2\u30ea\u6d88\u8cbb\u3092\u5c11\u306a\u304f\u6291\u3048\u3089\u308c\u307e\u3059\u3002\u73fe\u6642\u70b9\u3067Google\u306f\u81ea\u793e\u88fd\u30d5\u30e9\u30c3\u30b0\u30b7\u30c3\u30d7\u6a5f\u3067\u306e\u52d5\u4f5c\u78ba\u8a8d\u3092\u516c\u8868\u3057\u305f\u6bb5\u968e\u3067\u3042\u308a\u3001\u5927\u898f\u6a21\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3084\u4ed6\u793e\u88fd\u7aef\u672b\u3001\u591a\u69d8\u306a\u5b9f\u52d9\u30a2\u30d7\u30ea\u306b\u304a\u3051\u308b\u6319\u52d5\u306f\u4eca\u5f8c\u306e\u691c\u8a3c\u8ab2\u984c\u3068\u3055\u308c\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/thenewstack.io\/google-embeddinggemma-multimodal-search\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*8<\/a>\uff09\u3002<\/p>\n<p>\u3053\u3053\u3067\u91cd\u8981\u306a\u306e\u306f\u3001\u300c\u30ed\u30fc\u30ab\u30eb\u3067\u52d5\u304f\u300d\u3068\u3044\u3046\u7279\u6027\u304c\u5358\u306a\u308b\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u3068\u3069\u307e\u3089\u306a\u3044\u70b9\u3067\u3059\u3002\u751f\u6210AI\u306e\u696d\u52d9\u5c0e\u5165\u3067\u6700\u521d\u306b\u554f\u308f\u308c\u308b\u306e\u306f\u3001\u60c5\u5831\u6f0f\u6d29\u30ea\u30b9\u30af\u3068\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u7bc4\u56f2\u3067\u3059\u3002\u30af\u30e9\u30a6\u30c9\u578b\u306eAPI\u3092\u4f7f\u3046\u5834\u5408\u3001\u3069\u306e\u30c7\u30fc\u30bf\u304c\u5916\u90e8\u306b\u9001\u3089\u308c\u308b\u304b\u3092\u6cd5\u52d9\u30fb\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u90e8\u9580\u306b\u8aac\u660e\u3059\u308b\u624b\u9593\u304c\u5fc5\u305a\u304b\u304b\u308a\u307e\u3059\u3002\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9\u3067\u5b8c\u7d50\u3059\u308b\u30e2\u30c7\u30eb\u306f\u3001\u305d\u306e\u8aac\u660e\u30b3\u30b9\u30c8\u3092\u5927\u304d\u304f\u4e0b\u3052\u307e\u3059\u3002\u305f\u3060\u3057\u3001Google\u304c\u52d5\u4f5c\u78ba\u8a8d\u3092\u516c\u8868\u3057\u305f\u306e\u306f\u73fe\u6642\u70b9\u3067\u306f\u81ea\u793e\u88fd\u30d5\u30e9\u30c3\u30b0\u30b7\u30c3\u30d7\u6a5f\u306b\u9650\u3089\u308c\u3066\u3044\u308b\u70b9\u306f\u5ff5\u982d\u306b\u7f6e\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u975e\u5bfe\u79f0\u691c\u7d22\u3084RAG\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u306f\u3001\u30af\u30a8\u30ea\u304c\u77ed\u3044\u8cea\u554f\u6587\u3067\u3042\u308b\u306e\u306b\u5bfe\u3057\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u9577\u6587\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u7167\u5408\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u305f\u3081\u3001\u30c6\u30ad\u30b9\u30c8\u306b\u306f\u5c02\u7528\u306e\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u4ed8\u4e0e\u3057\u307e\u3059\u3002\u691c\u7d22\u30af\u30a8\u30ea\u5074\u306b\u306f`prompt_name=&quot;Retrieval-query&quot;`\u3092\u6307\u5b9a\u3057\u3066`&quot;task: search result | query: &quot;`\u3092\u9069\u7528\u3057\u3001\u6587\u66f8\u5074\u306b\u306f`prompt_name=&quot;Retrieval-document&quot;`\u3067`&quot;title: none | text: &quot;`\u3092\u4ed8\u52a0\u3057\u307e\u3059\u3002\u6587\u66f8\u306e\u30bf\u30a4\u30c8\u30eb\u3092\u542b\u3081\u305f\u30ab\u30b9\u30bf\u30e0\u306e`prompt`\u6587\u5b57\u5217\u3092\u6e21\u3059\u3053\u3068\u3082\u53ef\u80fd\u3067\u3001\u30bf\u30a4\u30c8\u30eb\u3092\u660e\u793a\u3059\u308b\u3068\u691c\u7d22\u7cbe\u5ea6\u304c\u4e00\u6bb5\u3068\u5411\u4e0a\u3057\u307e\u3059\uff08<a href=\"https:\/\/ai.google.dev\/gemma\/docs\/embeddinggemma\/inference-embeddinggemma-with-sentence-transformers\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*10<\/a>\uff09\u3002<\/p>\n<h3>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u62e1\u5f35\u3068\u30b9\u30c8\u30ec\u30fc\u30b8\u904b\u7528<\/h3>\n<p>\u30e2\u30c0\u30ea\u30c6\u30a3\u3092\u5f8c\u304b\u3089\u8ffd\u52a0\u3067\u304d\u308b\u67d4\u8edf\u6027\u3092\u5099\u3048\u3066\u304a\u308a\u3001\u30b9\u30e2\u30fc\u30eb\u30b9\u30bf\u30fc\u30c8\u306b\u9069\u3057\u305f\u69cb\u9020\u3067\u3059\u3002\u300c\u307e\u305a\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u8a66\u3057\u3066\u3001\u5fc5\u8981\u306b\u306a\u3063\u305f\u3089\u753b\u50cf\u3084\u97f3\u58f0\u3092\u8ffd\u52a0\u3059\u308b\u300d\u3068\u3044\u3046\u6bb5\u968e\u7684\u306a\u5c0e\u5165\u304c\u53ef\u80fd\u306a\u70b9\u306f\u3001\u5b9f\u52d9\u7684\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u30c6\u30ad\u30b9\u30c8\u306e\u307f\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u304b\u3089\u904b\u7528\u3092\u958b\u59cb\u3057\u3001\u5f8c\u304b\u3089\u753b\u50cf\u3084\u97f3\u58f0\u306e\u57cb\u3081\u8fbc\u307f\u3092\u8ffd\u52a0\u3059\u308b\u5834\u5408\u3067\u3082\u3001\u5bfe\u8c61\u306e\u30a8\u30f3\u30b3\u30fc\u30c0\u30fc\u3092\u6709\u52b9\u5316\u3057\u3066\u30e2\u30c7\u30eb\u3092\u518d\u30ed\u30fc\u30c9\u3059\u308b\u3060\u3051\u3067\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002\u3059\u3067\u306b\u7b97\u51fa\u3057\u305f\u65e2\u5b58\u306e\u57cb\u3081\u8fbc\u307f\u30c7\u30fc\u30bf\u3092\u518d\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\uff08<a href=\"https:\/\/developers.googleblog.com\/en\/embeddinggemma-2-the-developer-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*2<\/a>\uff09\u3002<\/p>\n<p>\u4fdd\u5b58\u5bb9\u91cf\u3082\u30d9\u30af\u30c8\u30eb\u306e\u6b21\u5143\u6570\u3067\u67d4\u8edf\u306b\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002bfloat16\u7cbe\u5ea6\u306e\u5834\u5408\u3001768\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u3092100\u4e07\u4ef6\u4fdd\u5b58\u3059\u308b\u306b\u306f\u7d041.5GB\u306e\u30e1\u30e2\u30ea\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001128\u6b21\u5143\u3078\u524a\u6e1b\u3059\u308c\u3070250MB\u306b\u6291\u3048\u3089\u308c\u307e\u3059\u3002\u3053\u306e6\u500d\u306e\u5727\u7e2e\u52b9\u7387\u306b\u3088\u308a\u3001\u540c\u4e00\u30e1\u30e2\u30ea\u5bb9\u91cf\u306b6\u500d\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u6301\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5927\u898f\u6a21\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u30aa\u30f3\u30c7\u30d0\u30a4\u30b9\u5c55\u958b\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\uff08<a href=\"https:\/\/developers.googleblog.com\/en\/embeddinggemma-2-the-developer-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*2<\/a>\uff09\u3002<\/p>\n<p>256\u6b21\u5143\u3092\u9078\u629e\u3057\u305f\u5834\u5408\u3001100\u4e07\u4ef6\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5bb9\u91cf\u306f\u7d04500MB\u306b\u53ce\u307e\u308a\u307e\u3059\u3002Google\u306e\u767a\u8868\u306b\u3088\u308c\u3070\u3001\u77ed\u7e2e\u3057\u305f\u57cb\u3081\u8fbc\u307f\u306f\u30c6\u30ad\u30b9\u30c8\u3084\u30b3\u30fc\u30c9\u306b\u304a\u3044\u3066\u5143\u306e\u30b5\u30a4\u30ba\u306b\u8fd1\u3044\u7cbe\u5ea6\u3092\u7dad\u6301\u3057\u3001\u753b\u50cf\u30fb\u52d5\u753b\u30fb\u97f3\u58f0\u306e\u691c\u7d22\u3067\u3082\u7d0495%\u306e\u6027\u80fd\u3092\u4fdd\u3061\u307e\u3059\uff08<a href=\"https:\/\/thenewstack.io\/google-embeddinggemma-multimodal-search\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*8<\/a>\uff09\u3002<\/p>\n<h2>\u5c0e\u5165\u624b\u6bb5\u3068\u6ce8\u610f\u70b9<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-6-2026-10-07-17-23-10.jpg\" alt=\"\u5c0e\u5165\u624b\u6bb5\u3068\u6ce8\u610f\u70b9\" width=\"1376\" height=\"768\" class=\"alignnone size-full wp-image-35213\" srcset=\"https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-6-2026-10-07-17-23-10.jpg 1376w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-6-2026-10-07-17-23-10-300x167.jpg 300w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-6-2026-10-07-17-23-10-1024x572.jpg 1024w, https:\/\/workwonders.jp\/media\/wp-content\/uploads\/2026\/10\/chapter-cmuxnn18y000004l6mxsdfonc-6-2026-10-07-17-23-10-768x429.jpg 768w\" sizes=\"auto, (max-width: 1376px) 100vw, 1376px\" \/><\/p>\n<h3>\u30e9\u30a4\u30bb\u30f3\u30b9\u3068\u5b9f\u884c\u74b0\u5883\u306e\u9078\u629e\u80a2<\/h3>\n<p>\u5165\u624b\u65b9\u6cd5\u3068\u5b9f\u884c\u74b0\u5883\u306e\u4e21\u9762\u3067\u3001\u591a\u69d8\u306a\u9078\u629e\u80a2\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u672c\u30e2\u30c7\u30eb\u306f7\u51044,000\u4e07\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u69cb\u6210\u3055\u308c\u3001Gemma 4\u3092\u57fa\u76e4\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u5546\u7528\u5229\u7528\u304c\u8a8d\u3081\u3089\u308c\u305f\u5bdb\u5bb9\u306aApache 2.0\u30e9\u30a4\u30bb\u30f3\u30b9\u3067\u516c\u958b\u3055\u308c\u3066\u304a\u308a\u3001\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u306fHugging Face\u3084Kaggle\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u53ef\u80fd\u3067\u3059\u3002Google\u306e\u958b\u767a\u8005\u5411\u3051\u30ac\u30a4\u30c9\u3067\u306f2\u3064\u306e\u7d71\u5408\u624b\u6cd5\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u5b9a\u578b\u51e6\u7406\u3092\u624b\u65e9\u304f\u6271\u3044\u305f\u3044\u958b\u767a\u8005\u5411\u3051\u306eMediaPipe Tasks\u306f\u524d\u51e6\u7406\u3068\u30ed\u30fc\u30ab\u30eb\u691c\u7d22\u3092\u62c5\u3044\u3001LiteRT\u306f\u30ab\u30b9\u30bf\u30e0\u30a2\u30d7\u30ea\u5411\u3051\u306b\u7d30\u304b\u306a\u5b9f\u884c\u5236\u5fa1\u3084\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u52a0\u3048\u3066Transformers\u3001llama.cpp\u3001Ollama\u3001MLX\u3068\u3044\u3063\u305f\u666e\u53ca\u3057\u3066\u3044\u308b\u5404\u7a2e\u63a8\u8ad6\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u3082\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\uff08<a href=\"https:\/\/superpowerdaily.com\/posts\/google-releases-embeddinggemma-2-for-offline-search-across-photos-audio-and-video\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*3<\/a>\uff09\u3002<\/p>\n<p>\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u306e\u5229\u7528\u3092\u691c\u8a0e\u3057\u3066\u3044\u308bAndroid\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u5c11\u3057\u5f85\u3064\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002Google\u306f\u4eca\u5f8c\u6570\u9031\u9593\u4ee5\u5185\u306bML Kit\u7d4c\u7531\u3067\u306e\u63d0\u4f9b\u3092\u4e88\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306b\u3088\u308a\u30e2\u30c7\u30eb\u306e\u81ea\u52d5\u66f4\u65b0\u3084\u3001\u5bfe\u5fdc\u7aef\u672b\u306b\u304a\u3051\u308bNPU\uff08\u30cb\u30e5\u30fc\u30e9\u30eb\u30fb\u30d7\u30ed\u30bb\u30c3\u30b7\u30f3\u30b0\u30fb\u30e6\u30cb\u30c3\u30c8\uff09\u306b\u3088\u308b\u51e6\u7406\u52a0\u901f\u304c\u5229\u7528\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u516c\u5f0f\u7d71\u5408\u306f\u3001\u73fe\u6642\u70b9\u3067\u914d\u5e03\u3055\u308c\u3066\u3044\u308b\u91cd\u307f\u30d5\u30a1\u30a4\u30eb\u3084\u958b\u767a\u30c4\u30fc\u30eb\u3068\u306f\u72ec\u7acb\u3057\u305f\u5f62\u3067\u5c55\u958b\u3055\u308c\u307e\u3059\uff08<a href=\"https:\/\/superpowerdaily.com\/posts\/google-releases-embeddinggemma-2-for-offline-search-across-photos-audio-and-video\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*3<\/a>\uff09\u3002<\/p>\n<h3>\u54c1\u8cea\u3068\u5b89\u5168\u6027\u306e\u5236\u9650<\/h3>\n<p>\u8a2d\u5b9a\u3084\u5229\u7528\u6cd5\u3092\u8aa4\u308b\u3068\u3001\u30a8\u30e9\u30fc\u306a\u3057\u306b\u691c\u7d22\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u300c\u30a8\u30e9\u30fc\u304c\u51fa\u306a\u3044\u300d\u3068\u3044\u3046\u70b9\u304c\u3001\u5b9f\u52d9\u4e0a\u3082\u3063\u3068\u3082\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n<p>\u30e2\u30c7\u30eb\u63a8\u8ad6\u6642\u306b\u306fbfloat16\u307e\u305f\u306ffloat32\u306e\u5229\u7528\u304c\u63a8\u5968\u3055\u308c\u3001float16\u306e\u4f7f\u7528\u306f\u907f\u3051\u308b\u3079\u304d\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002EmbeddingGemma 2\u5185\u90e8\u306e\u6d3b\u6027\u5316\u5024\u304cfloat16\u306e\u8868\u73fe\u53ef\u80fd\u7bc4\u56f2\u3092\u8d85\u904e\u3059\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n<p>float16\u3092\u7528\u3044\u305f\u5834\u5408\u3001\u660e\u78ba\u306a\u30a8\u30e9\u30fc\u3092\u5410\u304b\u305a\u306bNaN\u304c\u51fa\u73fe\u3057\u305f\u308a\u54c1\u8cea\u306e\u52a3\u308b\u57cb\u3081\u8fbc\u307f\u304c\u751f\u6210\u3055\u308c\u305f\u308a\u3059\u308b\u305f\u3081\u3001\u4e0d\u5177\u5408\u306b\u6c17\u4ed8\u304d\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u306b\u304a\u3044\u3066\u63a8\u5968\u3055\u308c\u308b\u30bf\u30b9\u30af\u63a5\u982d\u8f9e\u3092\u7701\u7565\u3059\u308b\u3068\u3001\u57cb\u3081\u8fbc\u307f\u7cbe\u5ea6\u304c\u640d\u306a\u308f\u308c\u308b\u539f\u56e0\u306b\u306a\u308a\u307e\u3059\uff08<a href=\"https:\/\/ai.google.dev\/gemma\/docs\/embeddinggemma\/model_card_2\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*6<\/a>\uff09\u3002<\/p>\n<p>\u79c1\u304cAI\u306e\u5c0e\u5165\u652f\u63f4\u3067\u7e70\u308a\u8fd4\u3057\u898b\u3066\u304d\u305f\u30d1\u30bf\u30fc\u30f3\u304c\u3001\u307e\u3055\u306b\u3053\u308c\u3067\u3059\u3002\u51fa\u529b\u304c\u300c\u305d\u308c\u3089\u3057\u304f\u898b\u3048\u308b\u300d\u305f\u3081\u306b\u554f\u984c\u306b\u6c17\u3065\u304b\u305a\u3001\u672c\u756a\u74b0\u5883\u306b\u51fa\u3066\u304b\u3089\u521d\u3081\u3066\u54c1\u8cea\u306e\u4f4e\u3055\u304c\u9732\u5448\u3059\u308b\u3002EmbeddingGemma 2\u306e\u5834\u5408\u3001float16\u306e\u4f7f\u7528\u3084\u30bf\u30b9\u30af\u63a5\u982d\u8f9e\u306e\u7701\u7565\u304c\u305d\u306e\u5178\u578b\u7684\u306a\u843d\u3068\u3057\u7a74\u306b\u306a\u308a\u307e\u3059\u3002\u5c0e\u5165\u524d\u306b\u3001\u610f\u56f3\u7684\u306b\u8aa4\u3063\u305f\u8a2d\u5b9a\u3092\u8a66\u3057\u3066\u54c1\u8cea\u5dee\u3092\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u591a\u69d8\u6027\u306f\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u4e0a\u9650\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u504f\u308a\u3084\u60c5\u5831\u4e0d\u8db3\u306b\u3088\u3063\u3066\u3001\u51fa\u529b\u7cbe\u5ea6\u306b\u5236\u7d04\u304c\u751f\u3058\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3068\u3048\u3070EmbeddingGemma 2\u306f100\u4ee5\u4e0a\u306e\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u8a00\u8a9e\u3054\u3068\u306e\u6027\u80fd\u6c34\u6e96\u304c\u4e00\u5f8b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u958b\u767a\u8005\u304a\u3088\u3073\u30b7\u30b9\u30c6\u30e0\u5c0e\u5165\u8005\u306f\u3001\u672c\u756a\u30b7\u30b9\u30c6\u30e0\u306e\u7528\u9014\u306b\u5fdc\u3058\u3066\u691c\u7d22\u7d50\u679c\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3084\u516c\u5e73\u6027\u30c6\u30b9\u30c8\u3068\u3044\u3063\u305f\u5b89\u5168\u5bfe\u7b56\u3092\u72ec\u81ea\u306b\u5b9f\u88c5\u3059\u308b\u8cac\u52d9\u3092\u8ca0\u3044\u307e\u3059\u3002\u5c0e\u5165\u306b\u3042\u305f\u3063\u3066\u306fGemma\u7981\u6b62\u5229\u7528\u30dd\u30ea\u30b7\u30fc\u306e\u9075\u5b88\u304c\u5fc5\u9808\u3067\u3059\uff08<a href=\"https:\/\/ai.google.dev\/gemma\/docs\/embeddinggemma\/model_card_2\" target=\"_blank\" rel=\"noopener noreferrer\">\u53c2\u7167*6<\/a>\uff09\u3002<\/p>\n<h2>\u304a\u308f\u308a\u306b<\/h2>\n<p>EmbeddingGemma 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\/>2023\u5e747\u6708\u306b\u751f\u6210AI\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u3001\u304a\u3088\u3073AI\u30e1\u30c7\u30a3\u30a2\u904b\u55b6\u3092\u884c\u3046\u300c\u30ef\u30fc\u30af\u30ef\u30f3\u30c0\u30fc\u30b9\u682a\u5f0f\u4f1a\u793e\u300d\u3092\u8a2d\u7acb\u3002ICJ2\u53f7\u30d5\u30a1\u30f3\u30c9\u306b\u3088\u308b\u8abf\u9054\u3092\u5b9f\u65bd(1.3\u5104\u5186)\u3002<br \/>\u8457\u66f8\u300c\u982d\u306e\u3044\u3044\u4eba\u304c\u8a71\u3059\u524d\u306b\u8003\u3048\u3066\u3044\u308b\u3053\u3068\u300d \u304c\u300195\u4e07\u90e8\uff082026\u5e746\u6708\u6642\u70b9\uff09\u3092\u58f2\u308a\u4e0a\u3052\u308b\u3002<br \/>\uff08\u201c2023\u5e74\u30fb2024\u5e74\u4e0a\u534a\u671f\u306b\u65e5\u672c\u3067\u4e00\u756a\u58f2\u308c\u305f\u30d3\u30b8\u30cd\u30b9\u66f8\u201d\uff08\u30c8\u30fc\u30cf\u30f3\u8abf\u3079\uff0f\u65e5\u8ca9\u8abf\u3079\uff09\uff09<\/p>\n<h2>\u53c2\u7167<\/h2>\n<ul>\n<li>(*1) <a href=\"https:\/\/ai.google.dev\/gemma\/docs\/embeddinggemma\" target=\"_blank\" rel=\"noopener noreferrer\">Google AI for Developers &#8211; Google AI for Developers<\/a><\/li>\n<li>(*2) <a href=\"https:\/\/developers.googleblog.com\/en\/embeddinggemma-2-the-developer-guide\/\" target=\"_blank\" rel=\"noopener noreferrer\">EmbeddingGemma 2: The Developer Guide<\/a><\/li>\n<li>(*3) <a href=\"https:\/\/superpowerdaily.com\/posts\/google-releases-embeddinggemma-2-for-offline-search-across-photos-audio-and-video\" target=\"_blank\" rel=\"noopener noreferrer\">Superpower Daily &#8211; Google Releases EmbeddingGemma 2 for Offline Search Across Photos, Audio and Video<\/a><\/li>\n<li>(*4) <a href=\"https:\/\/developers.googleblog.com\/en\/google-ai-edge-with-embeddinggemma-2\/\" target=\"_blank\" rel=\"noopener noreferrer\">Bring multimodal semantic search to the edge with EmbeddingGemma 2<\/a><\/li>\n<li>(*5) <a href=\"https:\/\/huggingface.co\/google\/embeddinggemma-2\" target=\"_blank\" rel=\"noopener noreferrer\">google\/embeddinggemma-2 \u00b7 Hugging Face<\/a><\/li>\n<li>(*6) <a href=\"https:\/\/ai.google.dev\/gemma\/docs\/embeddinggemma\/model_card_2\" target=\"_blank\" rel=\"noopener noreferrer\">Google AI for Developers &#8211; EmbeddingGemma 2 model card<\/a><\/li>\n<li>(*7) <a href=\"https:\/\/ollama.com\/library\/embeddinggemma-2\" target=\"_blank\" rel=\"noopener noreferrer\">embeddinggemma-2<\/a><\/li>\n<li>(*8) <a href=\"https:\/\/thenewstack.io\/google-embeddinggemma-multimodal-search\/\" target=\"_blank\" rel=\"noopener noreferrer\">The New Stack &#8211; Your phone&#39;s vector index might be bigger than the AI model running it<\/a><\/li>\n<li>(*9) <a href=\"https:\/\/developers.googleblog.com\/google-ai-edge-with-embeddinggemma-2\/\" target=\"_blank\" rel=\"noopener noreferrer\">Bring multimodal semantic search to the edge with EmbeddingGemma 2<\/a><\/li>\n<li>(*10) <a href=\"https:\/\/ai.google.dev\/gemma\/docs\/embeddinggemma\/inference-embeddinggemma-with-sentence-transformers\" target=\"_blank\" rel=\"noopener noreferrer\">Google AI for Developers &#8211; Generating Embeddings with EmbeddingGemma 2 and Sentence Transformers<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>EmbeddingGemma 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