{"id":278,"date":"2025-02-20T01:00:15","date_gmt":"2025-02-19T16:00:15","guid":{"rendered":"https:\/\/blog.gazai.ai\/?p=278"},"modified":"2025-02-20T01:54:56","modified_gmt":"2025-02-19T16:54:56","slug":"lora-overview","status":"publish","type":"post","link":"https:\/\/www.gazai.ai\/blog\/lora-overview\/","title":{"rendered":"LoRA\u3068\u306f\uff1f"},"content":{"rendered":"<div class=\"tcdce-body\">\n<p class=\"wp-block-paragraph\">LoRA\uff08Low-Rank Adaptation\uff09\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084AI\u30e2\u30c7\u30eb\u306e\u52b9\u7387\u7684\u306a\u8abf\u6574\u3092\u53ef\u80fd\u306b\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u3053\u306e\u624b\u6cd5\u306f\u3001\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u5168\u4f53\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u305b\u305a\u306b\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u7528\u9014\u306b\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002\u7279\u306b\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3084\u753b\u50cf\u751f\u6210AI\u306a\u3069\u306e\u5206\u91ce\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LoRA\u306e\u4ed5\u7d44\u307f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\uff08Low-Rank Adaptation\uff09\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084AI\u30e2\u30c7\u30eb\u306e\u52b9\u7387\u7684\u306a\u8abf\u6574\u3092\u53ef\u80fd\u306b\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u3053\u306e\u624b\u6cd5\u306f\u3001\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u5168\u4f53\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u305b\u305a\u306b\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u7528\u9014\u306b\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002\u7279\u306b\u3001\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3084\u753b\u50cf\u751f\u6210AI\u306a\u3069\u306e\u5206\u91ce\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LoRA\u306e\u4ed5\u7d44\u307f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\u306f\u3001\u65e2\u5b58\u306e\u30e2\u30c7\u30eb\u306e\u91cd\u307f\u884c\u5217\uff08\u30d1\u30e9\u30e1\u30fc\u30bf\u884c\u5217\uff09\u3092\u4f4e\u30e9\u30f3\u30af\u884c\u5217\u306b\u5206\u89e3\u3059\u308b\u3053\u3068\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306b\u3088\u308a\u3001\u4ee5\u4e0b\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8a08\u7b97\u91cf\u306e\u524a\u6e1b: \u30e2\u30c7\u30eb\u5168\u4f53\u3067\u306f\u306a\u304f\u3001\u4e00\u90e8\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u307f\u3092\u8abf\u6574\u3059\u308b\u305f\u3081\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u304c\u5927\u5e45\u306b\u4f4e\u4e0b\u3002<\/li>\n\n\n\n<li>\u52b9\u7387\u7684\u306a\u9069\u5fdc: \u5c11\u306a\u3044\u30c7\u30fc\u30bf\u3068\u30ea\u30bd\u30fc\u30b9\u3067\u3001\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3078\u306e\u30e2\u30c7\u30eb\u9069\u5fdc\u304c\u53ef\u80fd\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u3048\u3070\u3001\u5143\u306e\u91cd\u307f\u884c\u5217\u3092\u56fa\u5b9a\u3057\u3001\u65b0\u305f\u306b\u5c0e\u5165\u3059\u308b\u4f4e\u30e9\u30f3\u30af\u884c\u5217\u3068\u306e\u7a4d\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u3053\u306e\u65b9\u6cd5\u3067\u306f\u3001\u5f93\u6765\u306e\u65b9\u6cd5\u3068\u6bd4\u3079\u3066\u5fc5\u8981\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u6570\u304c\u5287\u7684\u306b\u6e1b\u5c11\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">LoRA\u306e\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><code>\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u524a\u6e1b<\/code><br><code>LoRA\u306f\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u5168\u4f53\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5fc5\u8981\u304c\u306a\u3044\u305f\u3081\u3001GPU\u3084CPU\u306a\u3069\u306e\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u7bc0\u7d04\u3067\u304d\u307e\u3059\u3002<\/code><\/li>\n\n\n\n<li><code>\u8fc5\u901f\u306a\u9069\u5fdc<\/code><br>\u65b0\u3057\u3044\u30bf\u30b9\u30af\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3078\u306e\u9069\u5fdc\u304c\u9ad8\u901f\u3067\u3001\u7279\u5b9a\u7528\u9014\u5411\u3051\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u5bb9\u6613\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u3067\u9ad8\u7cbe\u5ea6<br>\u533b\u7642\u3084\u753b\u50cf\u751f\u6210\u306a\u3069\u3001\u30c7\u30fc\u30bf\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u5834\u5408\u3067\u3082\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6c4e\u7528\u6027<br>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3001\u753b\u50cf\u751f\u6210\uff08Stable Diffusion\uff09\u3001\u533b\u7642\u30c7\u30fc\u30bf\u89e3\u6790\u306a\u3069\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u5206\u91ce\u3067\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">LoRA\u306e\u5fdc\u7528\u4f8b<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u533b\u7642\u5206\u91ce<br>LoRA\u306f\u81a8\u5927\u306a\u533b\u7642\u30c7\u30fc\u30bf\u89e3\u6790\u306b\u3082\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u60a3\u8005\u8a18\u9332\u3092\u57fa\u306b\u3057\u305f\u75c5\u6c17\u4e88\u6e2c\u30e2\u30c7\u30eb\u3084\u3001CT\u30b9\u30ad\u30e3\u30f3\u3084MRI\u753b\u50cf\u89e3\u6790\u306b\u3088\u308b\u8a3a\u65ad\u652f\u63f4\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3067\u306f\u3001\u5c11\u306a\u3044\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3067\u9ad8\u7cbe\u5ea6\u306a\u7d50\u679c\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u753b\u50cf\u751f\u6210AI<br>Stable Diffusion\u306a\u3069\u3067\u306f\u3001LoRA\u3092\u6d3b\u7528\u3057\u3066\u7279\u5b9a\u306e\u30b9\u30bf\u30a4\u30eb\u3084\u30c6\u30fc\u30de\u306b\u5408\u308f\u305b\u305f\u753b\u50cf\u751f\u6210\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u65b0\u3057\u3044\u30a2\u30fc\u30c8\u30b9\u30bf\u30a4\u30eb\u3084\u30ab\u30b9\u30bf\u30e0\u753b\u50cf\u751f\u6210\u304c\u52b9\u7387\u7684\u306b\u5b9f\u73fe\u3067\u304d\u307e\u3059<\/li>\n\n\n\n<li>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u5fae\u8abf\u6574\u306b\u3082\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u7279\u5b9a\u696d\u754c\u5411\u3051\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u958b\u767a\u3084\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u6587\u7ae0\u751f\u6210\u30bf\u30b9\u30af\u3078\u306e\u9069\u5fdc\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">LoRA\uff08Low-Rank Adaptation\uff09\u306f\u3001\u5927\u898f\u6a21AI\u30e2\u30c7\u30eb\u3092\u52b9\u7387\u7684\u304b\u3064\u8fc5\u901f\u306b\u7279\u5b9a\u30bf\u30b9\u30af\u3078\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u306e\u9769\u65b0\u7684\u6280\u8853\u3067\u3059\u3002\u305d\u306e\u8a08\u7b97\u30b3\u30b9\u30c8\u524a\u6e1b\u52b9\u679c\u3068\u5e45\u5e83\u3044\u5fdc\u7528\u6027\u304b\u3089\u3001\u591a\u304f\u306e\u5206\u91ce\u3067\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u533b\u7642\u5206\u91ce\u3084\u753b\u50cf\u751f\u6210AI\u3067\u306f\u3001\u305d\u306e\u5229\u4fbf\u6027\u3068\u5b9f\u7528\u6027\u304c\u9855\u8457\u3067\u3059\u3002<br>\u4eca\u5f8c\u3082LoRA\u306f\u3055\u3089\u306a\u308b\u767a\u5c55\u304c\u671f\u5f85\u3055\u308c\u3066\u304a\u308a\u3001\u65b0\u3057\u3044\u6280\u8853\u9769\u65b0\u3068\u3068\u3082\u306b\u3001\u591a\u304f\u306e\u8ab2\u984c\u89e3\u6c7a\u306b\u3064\u306a\u304c\u308b\u3067\u3057\u3087\u3046\u3002\u3042\u306a\u305f\u3082\u3053\u306e\u6280\u8853\u3092\u6d3b\u7528\u3057\u3066\u3001\u65b0\u3057\u3044\u53ef\u80fd\u6027\u3092\u63a2\u3063\u3066\u307f\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"LoRA\uff08Low-Rank Adaptation\uff09\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3084AI\u30e2\u30c7\u30eb\u306e\u52b9\u7387\u7684\u306a\u8abf\u6574\u3092\u53ef\u80fd\u306b\u3059\u308b\u6280\u8853\u3067\u3059\u3002\u3053\u306e\u624b\u6cd5\u306f\u3001\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u5168\u4f53\u3092\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u305b\u305a\u306b\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u7528\u9014\u306b\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u306b\u958b\u767a\u3055\u308c\u307e\u3057\u305f\u3002\u7279\u306b 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