{"id":10352,"date":"2026-11-05T14:56:17","date_gmt":"2026-11-05T05:56:17","guid":{"rendered":"https:\/\/since2020.jp\/media\/?p=10352"},"modified":"2026-11-05T14:56:18","modified_gmt":"2026-11-05T05:56:18","slug":"weight-space-programming","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/weight-space-programming\/","title":{"rendered":"\u3010\u6df1\u5c64\u5b66\u7fd2\u3011Weight Space Programming\u5165\u9580 \u2015 LLM\u304c\u91cd\u307f\u3092\u8aad\u307f\u66f8\u304d\u3059\u308b\u6642\u4ee3"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u306f\u3058\u3081\u306b<\/h2>\n\n\n\n<p>\u6700\u8fd1\u3001\u300cWeight Space Programming\u300d\u3068\u3044\u3046\u6982\u5ff5\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001LLM\u304c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u91cd\u307f\u3092\u76f4\u63a5\u8aad\u307f\u66f8\u304d\u3059\u308b\u3068\u3044\u3046\u8003\u3048\u65b9\u3067\u3059\u3002\u3053\u308c\u304c\u5b9f\u7528\u5316\u3055\u308c\u308c\u3070\u3001\u52fe\u914d\u964d\u4e0b\u6cd5\u306b\u3088\u308b\u8a13\u7df4\u3092LLM\u3078\u306e\u554f\u3044\u304b\u3051\u306b\u7f6e\u304d\u63db\u3048\u3089\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308b\u300c\u5b66\u7fd2\u300d\u306e\u610f\u5473\u304c\u5927\u304d\u304f\u5909\u308f\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001Weight Space Programming\u306e\u6982\u8981\u3068\u7814\u7a76\u4e8b\u4f8b\u3092\u7d39\u4ecb\u3057\u305f\u3046\u3048\u3067\u3001Iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u305f\u7c21\u5358\u306a\u5b9f\u9a13\u3092\u901a\u3058\u3066\u305d\u306e\u8003\u3048\u65b9\u3092\u4f53\u9a13\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">Weight Space Programming\u3068\u306f<\/h2>\n\n\n\n<p>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u5927\u91cf\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\uff08\u91cd\u307f\uff09\u306b\u3088\u3063\u3066\u52d5\u4f5c\u3057\u307e\u3059\u3002\u901a\u5e38\u3001\u3053\u308c\u3089\u306e\u91cd\u307f\u306f\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u305f\u52fe\u914d\u964d\u4e0b\u6cd5\u306b\u3088\u3063\u3066\u6c7a\u5b9a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>Weight Space Programming\u306f\u3001\u3053\u306e\u300c\u8a13\u7df4\u300d\u306e\u90e8\u5206\u3092LLM\u304c\u62c5\u3046\u3068\u3044\u3046\u8003\u3048\u65b9\u3067\u3059\u3002LLM\u304c\u91cd\u307f\u3092\u76f4\u63a5\u8aad\u3093\u3067\u89e3\u91c8\u3057\u305f\u308a\u3001\u76ee\u7684\u306b\u5408\u308f\u305b\u3066\u66f8\u304d\u63db\u3048\u305f\u308a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u307e\u3067\u306f\u3001\u5927\u898f\u6a21\u304b\u3064\u6642\u9593\u3092\u304b\u3051\u3066\u91cd\u307f\u306e\u8abf\u6574\u3092\u884c\u3063\u3066\u3044\u307e\u3057\u305f\u3002\u3053\u308c\u306b\u5bfe\u3057\u3066LLM\u304c\u4e2d\u8eab\u305d\u306e\u3082\u306e\u3092\u5909\u66f4\u30fb\u4f5c\u6210\u3067\u304d\u308b\u70b9\u306b\u975e\u5e38\u306b\u6ce8\u76ee\u304c\u96c6\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u7d39\u4ecb\u3055\u308c\u305f\u4e8b\u4f8b<\/h2>\n\n\n\n<p>\u4ee5\u4e0b\u306e\u5185\u5bb9\u306f\u3001\u4e0b\u8a18\u30d6\u30ed\u30b0\u3067\u7d39\u4ecb\u3055\u308c\u305f\u7814\u7a76\u3092\u3082\u3068\u306b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/rikiyat.github.io\/blog\/weight-space-programming\/\">Weight-Space Programming<\/a><\/p>\n\n\n\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u3067\u306f\u3001GPT-6 Astra\u306a\u3069\u306e\u30d5\u30ed\u30f3\u30c6\u30a3\u30a2\u30e2\u30c7\u30eb\u304c\u3001\u91cd\u307f\u3092\u76f4\u63a5\u64cd\u4f5c\u3059\u308b\u3053\u3068\u3067\u3055\u307e\u3056\u307e\u306a\u30bf\u30b9\u30af\u3092\u89e3\u6c7a\u3067\u304d\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u5b9f\u9a13\u306f\u5927\u304d\u304f\u300c\u8aad\u3080\u300d\u300c\u76f4\u3059\u300d\u300c\u66f8\u304f\u300d\u306e3\u3064\u306b\u5206\u985e\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">\u8aad\u3080\uff08Reading Weights\uff09<\/h3>\n\n\n\n<p>LLM\u304c\u91cd\u307f\u3092\u898b\u308b\u3060\u3051\u3067\u3001\u8a13\u7df4\u306b\u4f7f\u308f\u308c\u305f\u30c7\u30fc\u30bf\u3084\u69cb\u9020\u3092\u63a8\u5b9a\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3064\u307e\u308aLLM\u304c\u91cd\u307f\u306e\u4e2d\u8eab\u3092\u7406\u89e3\u3057\u3001\u305d\u308c\u306b\u95a2\u9023\u3059\u308b\u30bf\u30b9\u30af\u306e\u5185\u5bb9\u307e\u3067\u3092\u628a\u63e1\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5b9f\u9a13<\/th><th>\u5185\u5bb9<\/th><th>\u7d50\u679c<\/th><\/tr><\/thead><tbody><tr><td>\u30b2\u30fc\u30e0\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u8b58\u5225<\/td><td>17,253\u500b\u306e\u91cd\u307f\u3092\u5206\u6790<\/td><td>\u3069\u306e\u30b2\u30fc\u30e0\u3067\u8a13\u7df4\u3055\u308c\u305f\u304b\u7279\u5b9a<\/td><\/tr><tr><td>\u62e1\u6563\u30e2\u30c7\u30eb\u306e\u8a13\u7df4\u76ee\u6a19\u63a8\u5b9a<\/td><td>\u91cd\u307f\u306e\u307f\u3092\u5165\u529b<\/td><td>\u4e38\u30fb\u56db\u89d2\u30fb\u4e09\u89d2\u306e\u3069\u308c\u3092\u5b66\u7fd2\u3057\u305f\u304b\u5224\u5225<\/td><\/tr><tr><td>\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u8a13\u7df4\u30c7\u30fc\u30bf\u63a8\u5b9a<\/td><td>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5b9f\u884c\u305b\u305a\u306b\u89e3\u6790<\/td><td>\u8a13\u7df4\u30c7\u30fc\u30bf\u3068\u7279\u5b9a\u306eAttention Head\u3092\u7279\u5b9a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">\u76f4\u3059\uff08Fixing Weights\uff09<\/h3>\n\n\n\n<p>\u3054\u304f\u308f\u305a\u304b\u306a\u91cd\u307f\u3092\u66f8\u304d\u63db\u3048\u308b\u3060\u3051\u3067\u3001\u30e2\u30c7\u30eb\u306e\u554f\u984c\u3092\u4fee\u6b63\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>LLM\u304c\u91cd\u307f\u306e\u3069\u3053\u306b\u554f\u984c\u304c\u3042\u308a\u3001\u3069\u3046\u4fee\u6b63\u3059\u308c\u3070\u671b\u3080\u52d5\u4f5c\u3092\u3059\u308b\u306e\u304b\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5b9f\u9a13<\/th><th>\u5185\u5bb9<\/th><th>\u7d50\u679c<\/th><\/tr><\/thead><tbody><tr><td>\u30ed\u30dc\u30c3\u30c8\u5236\u5fa1\u306e\u4fee\u6b63<\/td><td>\u91cd\u307f\u306e3.5%\u3092\u5909\u66f4<\/td><td>\u8eca\u306e\u5236\u5fa1\u30dd\u30ea\u30b7\u30fc\u306e\u4e0d\u5177\u5408\u3092\u4fee\u6b63<\/td><\/tr><tr><td>\u6570\u5b66\u6027\u80fd\u306e\u6539\u5584<\/td><td>\u91cd\u307f\u306e**0.016%**\u306e\u307f\u7de8\u96c6<\/td><td>MATH-500\u30b9\u30b3\u30a2\u304c**7.9% \u2192 48.1%**\u306b\u5411\u4e0a<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">\u66f8\u304f\uff08Writing Weights\uff09<\/h3>\n\n\n\n<p>\u91cd\u307f\u3092\u30bc\u30ed\u304b\u3089\u751f\u6210\u3057\u3001\u52d5\u4f5c\u3059\u308b\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u4e0a\u3052\u3066\u3044\u307e\u3057\u305f\u3002<br>LLM\u304c\u91cd\u307f\u306e\u5f79\u5272\u3092\u7406\u89e3\u3057\u3001\u3069\u306e\u3088\u3046\u306b\u8a2d\u8a08\u3059\u308c\u3070\u3088\u3044\u304b\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u5b9f\u9a13<\/th><th>\u5185\u5bb9<\/th><th>\u7d50\u679c<\/th><\/tr><\/thead><tbody><tr><td>\u30b2\u30fc\u30e0\u30d7\u30ec\u30a4\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u751f\u6210<\/td><td>\u91cd\u307f\u3092\u76f4\u63a5\u751f\u6210<\/td><td>PPO 1\u5104\u30b9\u30c6\u30c3\u30d7\u306e\u8a13\u7df4\u3092\u4e0a\u56de\u308b\u6027\u80fd<\/td><\/tr><tr><td>\u56f2\u7881\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u751f\u6210<\/td><td>\u91cd\u307f\u3092\u30bc\u30ed\u304b\u3089\u4f5c\u6210<\/td><td>\u5c0f\u898f\u6a21\u306a\u8a13\u7df4\u6e08\u307f\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3068\u540c\u7b49\u306e\u6027\u80fd<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4eca\u56de\u306e\u5b9f\u9a13<\/h2>\n\n\n\n<p>Weight Space Programming\u306e\u8003\u3048\u65b9\u3092\u5b9f\u969b\u306b\u4f53\u9a13\u3059\u308b\u305f\u3081\u3001Iris\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f7f\u3063\u305f\u5206\u985e\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5b9f\u9a13\u8a2d\u5b9a<\/h3>\n\n\n\n<p>Iris\u306f\u30a2\u30e4\u30e1\u306e\u82b1\u30923\u7a2e\u985e\uff08Setosa\u30fbVersicolor\u30fbVirginica\uff09\u306b\u5206\u985e\u3059\u308b\u6709\u540d\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3001\u5165\u529b\u7279\u5fb4\u91cf\u306f4\u3064\uff08\u304c\u304f\u7247\u306e\u9577\u3055\u30fb\u5e45\u3001\u82b1\u3073\u3089\u306e\u9577\u3055\u30fb\u5e45\uff09\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u69cb\u9020\u3092<code>4\u219232\u219216\u21923<\/code> \u306b\u56fa\u5b9a\u3057\u305f\uff13\u3064\u306e\u30e2\u30c7\u30eb\u3092\u7528\u610f\u3057\u3001\u91cd\u307f\u306e\u6c7a\u5b9a\u65b9\u6cd5\u3092\u305d\u308c\u305e\u308c\u5909\u5316\u3055\u305b\u3001\u7d50\u679c\u3092\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30e2\u30c7\u30eb<\/th><th>\u91cd\u307f\u306e\u6c7a\u3081\u65b9<\/th><\/tr><\/thead><tbody><tr><td>\u30e9\u30f3\u30c0\u30e0<\/td><td>PyTorch\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u521d\u671f\u5316\u306e\u307e\u307e<\/td><\/tr><tr><td>\u5b66\u7fd2\u6e08\u307f<\/td><td>\u52fe\u914d\u964d\u4e0b\u6cd5\u3067500\u30a8\u30dd\u30c3\u30af\u8a13\u7df4<\/td><\/tr><tr><td>LLM\u8a2d\u8a08<\/td><td>LLM\uff08Claude Sonnet\uff09\u306b\u91cd\u307f\u306e\u8a18\u8f09\u3092\u983c\u307f\u3001\uff11\u304b\u3089\u4f5c\u6210\u3057\u3066\u3082\u3089\u3046<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u7d50\u679c<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30e2\u30c7\u30eb<\/th><th>\u6b63\u89e3\u7387<\/th><\/tr><\/thead><tbody><tr><td>\u30e9\u30f3\u30c0\u30e0\u91cd\u307f<\/td><td>33.3%<\/td><\/tr><tr><td>\u5b66\u7fd2\u6e08\u307f\u91cd\u307f<\/td><td>96.7%<\/td><\/tr><tr><td>LLM\u8a2d\u8a08\u91cd\u307f<\/td><td>90.0%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u30e9\u30f3\u30c0\u30e0\u3068\u6bd4\u3079\u306656.7pt\u4e0a\u56de\u308a\u3001\u5b66\u7fd2\u6e08\u307f\u3068\u306e\u5dee\u306f\u308f\u305a\u304b6.7pt\u306b\u7559\u307e\u308a\u307e\u3057\u305f\u3002LLM\u304cIris\u306b\u95a2\u3059\u308b\u77e5\u8b58\u3092\u91cd\u307f\u306b\u5909\u63db\u3057\u3001\u8a13\u7df4\u306a\u3057\u3067\u9ad8\u3044\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3067\u304d\u305f\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4eca\u5f8c\u306e\u5c55\u958b<\/h2>\n\n\n\n<p>Weight Space Programming\u304c\u767a\u5c55\u3059\u308c\u3070\u3001\u3044\u304f\u3064\u304b\u306e\u5927\u304d\u306a\u5909\u5316\u304c\u8d77\u3053\u308a\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>GPU\u306b\u3088\u308b\u8a13\u7df4\u304c\u4e0d\u8981\u306b\u306a\u308b\u53ef\u80fd\u6027<\/strong><br>\u73fe\u5728\u306e\u30e2\u30c7\u30eb\u958b\u767a\u306b\u306f\u3001\u5927\u91cf\u306eGPU\u3068\u6642\u9593\u3092\u8981\u3059\u308b\u8a13\u7df4\u30d7\u30ed\u30bb\u30b9\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u3057\u304b\u3057LLM\u304c\u91cd\u307f\u3092\u76f4\u63a5\u8a2d\u8a08\u30fb\u4fee\u6b63\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308c\u3070\u3001\u3053\u306e\u5de5\u7a0b\u304c\u5927\u5e45\u306b\u7701\u7565\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>LLM\u306e\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u554f\u984c\u306e\u89e3\u6d88<\/strong><br>\u3053\u308c\u307e\u3067LLM\u306e\u5185\u90e8\u306f\u300c\u306a\u305c\u305d\u306e\u51fa\u529b\u306b\u306a\u308b\u306e\u304b\u300d\u304c\u8aac\u660e\u3067\u304d\u306a\u3044\u30d6\u30e9\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u3067\u3057\u305f\u3002LLM\u304c\u91cd\u307f\u3092\u8aad\u3093\u3067\u89e3\u91c8\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308c\u3070\u3001\u30e2\u30c7\u30eb\u306e\u6319\u52d5\u3092\u4eba\u9593\u304c\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001AI\u7814\u7a76\u306e\u900f\u660e\u6027\u304c\u9ad8\u307e\u308a\u3001\u5b89\u5168\u6027\u3084\u4fe1\u983c\u6027\u306e\u5411\u4e0a\u306b\u3082\u3064\u306a\u304c\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u8133\u79d1\u5b66\u30fb\u795e\u7d4c\u79d1\u5b66\u3078\u306e\u6ce2\u53ca<\/strong><br>\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3082\u3068\u3082\u3068\u4eba\u9593\u306e\u8133\u3092\u6a21\u5023\u3057\u3066\u4f5c\u3089\u308c\u305f\u3082\u306e\u3067\u3059\u3002LLM\u304c\u4eba\u5de5\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u306e\u91cd\u307f\u3092\u89e3\u6790\u30fb\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308c\u3070\u3001\u540c\u69d8\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5b9f\u969b\u306e\u795e\u7d4c\u56de\u8def\u306e\u89e3\u6790\u306b\u3082\u5fdc\u7528\u3055\u308c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002AI\u3068\u8133\u79d1\u5b66\u306e\u878d\u5408\u304c\u3001\u65b0\u305f\u306a\u7814\u7a76\u9818\u57df\u3092\u751f\u307f\u51fa\u3059\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u304a\u308f\u308a\u306b<\/h2>\n\n\n\n<p>Weight Space Programming\u306f\u307e\u3060\u7814\u7a76\u6bb5\u968e\u306b\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001LLM\u304c\u91cd\u307f\u3092\u8aad\u307f\u66f8\u304d\u3059\u308b\u3068\u3044\u3046\u8003\u3048\u65b9\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u6839\u672c\u7684\u306a\u30d7\u30ed\u30bb\u30b9\u3092\u554f\u3044\u76f4\u3059\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306e\u5b9f\u9a13\u3067\u306f\u3001\u8a13\u7df4\u30c7\u30fc\u30bf\u3082GPU\u3082\u4f7f\u308f\u305a\u306b90%\u306e\u7cbe\u5ea6\u3092\u9054\u6210\u3067\u304d\u307e\u3057\u305f\u3002\u3053\u308c\u306fLLM\u304c\u6301\u3064\u77e5\u8b58\u306e\u8c4a\u304b\u3055\u3092\u6539\u3081\u3066\u793a\u3059\u3082\u306e\u3067\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h2 class=\"wp-block-heading\">\u53c2\u8003\u6587\u732e<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Riki Yat, &#8220;Weight-Space Programming&#8221;, <a href=\"https:\/\/rikiyat.github.io\/blog\/weight-space-programming\/\">https:\/\/rikiyat.github.io\/blog\/weight-space-programming\/<\/a><\/li>\n\n\n\n<li>UCI Machine Learning Repository, &#8220;Iris Data Set&#8221;, <a href=\"https:\/\/archive.ics.uci.edu\/ml\/datasets\/iris\">https:\/\/archive.ics.uci.edu\/ml\/datasets\/iris<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u306f\u3058\u3081\u306b \u6700\u8fd1\u3001\u300cWeight Space Programming\u300d\u3068\u3044\u3046\u6982\u5ff5\u304c\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u306f\u3001LLM\u304c\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u91cd\u307f\u3092\u76f4\u63a5\u8aad\u307f\u66f8\u304d\u3059\u308b\u3068\u3044\u3046\u8003\u3048\u65b9\u3067\u3059\u3002\u3053\u308c\u304c\u5b9f\u7528\u5316\u3055\u308c\u308c\u3070\u3001\u52fe\u914d\u964d\u4e0b\u6cd5\u306b\u3088\u308b [&hellip;]<\/p>\n","protected":false},"author":44,"featured_media":9276,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1251,1249],"tags":[96,564,1429,553],"class_list":["post-10352","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analysis","category-knowledge","tag-ai","tag-llm","tag-1429","tag-553"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/10352","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/44"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=10352"}],"version-history":[{"count":1,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/10352\/revisions"}],"predecessor-version":[{"id":10353,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/10352\/revisions\/10353"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/9276"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=10352"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=10352"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=10352"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}