{"id":75513,"date":"2026-03-09T07:00:00","date_gmt":"2026-03-08T22:00:00","guid":{"rendered":"https:\/\/miralab.co.jp\/media\/?p=75513"},"modified":"2026-03-04T11:05:06","modified_gmt":"2026-03-04T02:05:06","slug":"elyza-llm-diffusion","status":"publish","type":"post","link":"https:\/\/miralab.co.jp\/media\/elyza-llm-diffusion\/","title":{"rendered":"ELYZA-LLM-Diffusion\u3068\u306f\uff1f\u4f7f\u3044\u65b9\u3068\u6599\u91d1\uff01\u65e5\u672c\u8a9e\u6027\u80fd\u306b\u7279\u5316\u3057\u305f\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1200\" height=\"630\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/1007.png\" alt=\"\" class=\"wp-image-87293\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/1007.png 1200w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/1007-300x158.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/1007-1024x538.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/1007-768x403.png 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><\/figure>\n\n\n\n<p>ELYZA-LLM-Diffusion\u3068\u306f\u3001\u65e5\u672c\u8a9e\u51e6\u7406\u306b\u7279\u5316\u3057\u305f\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08Diffusion LLM\uff09\u3067\u3059\u3002\u81ea\u5df1\u56de\u5e30\uff08AR\uff09\u30e2\u30c7\u30eb\u3068\u306f\u6587\u7ae0\u306e\u751f\u6210\u65b9\u6cd5\u304c\u7570\u306a\u308a\u3001\u4e00\u90e8\u4fee\u6b63\u3084\u63a8\u6572\u306b\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u57fa\u672c\u304b\u3089\u4e3b\u8981\u30d1\u30e9\u30e1\u30fc\u30bf\u300csteps\u300d\u306e\u89e3\u8aac\u3001\u5f97\u610f\u30fb\u4e0d\u5f97\u610f\u306a\u30bf\u30b9\u30af\u7b49\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u30c7\u30e2\u3084\u30c7\u30d7\u30ed\u30a4\u306a\u3069\u3001ELYZA-LLM-Diffusion\u306e\u4f7f\u3044\u65b9\u3001\u6599\u91d1\u306e\u8003\u3048\u65b9\u306b\u3064\u3044\u3066\u3082\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">ELYZA-LLM-Diffusion\u3068\u306f\uff5c\u65e5\u672c\u8a9e\u7279\u5316\u306e\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1478\" height=\"827\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/1d3c6aea-564d-438e-be4c-436d9f598c98.png\" alt=\"\" class=\"wp-image-76068\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/1d3c6aea-564d-438e-be4c-436d9f598c98.png 1478w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/1d3c6aea-564d-438e-be4c-436d9f598c98-300x168.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/1d3c6aea-564d-438e-be4c-436d9f598c98-1024x573.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/1d3c6aea-564d-438e-be4c-436d9f598c98-768x430.png 768w\" sizes=\"(max-width: 1478px) 100vw, 1478px\" \/><\/figure>\n\n\n\n<p>ELYZA-LLM-Diffusion\u306f\u65e5\u672c\u8a9e\u51e6\u7406\u306b\u7279\u5316\u3057\u3066\u5b66\u7fd2\u3055\u308c\u305f\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08Diffusion LLM\uff09\u3067\u3059\u3002\u6587\u7ae0\u306e\u751f\u6210\u30fb\u8981\u7d04\u306a\u3069\u3067\u4e00\u822c\u7684\u306b\u4f7f\u308f\u308c\u3066\u3044\u308b\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\uff08AR\u30e2\u30c7\u30eb\uff09\u3068\u306f\u6587\u7ae0\u306e\u751f\u6210\u65b9\u6cd5\u304c\u7570\u306a\u308a\u3001\u63a8\u8ad6\u56de\u6570\u3092\u5236\u5fa1\u3057\u3084\u3059\u3044\u7b49\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u7279\u5fb4\u3068\u81ea\u5df1\u56de\u5e30\u578b\u30e2\u30c7\u30eb\u3068\u306e\u9055\u3044\u3092\u6574\u7406\u3057\u305f\u3046\u3048\u3067\u3001ELYZA-LLM-Diffusion\u306e\u6982\u8981\u3084\u91cd\u8981\u306a\u8981\u7d20\u3067\u3042\u308bsteps\u306e\u8003\u3048\u65b9\u306b\u3064\u3044\u3066\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08Diffusion LLM\uff09\u306e\u7279\u5fb4<\/h3>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><strong>\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08Diffusion LLM\uff09\u306f\u3001\u4e0d\u5b8c\u5168\u306a\u6587\u7ae0\u306e\u4fee\u6b63\u3092\u7e70\u308a\u8fd4\u3057\u3066\u6587\u7ae0\u3092\u5b8c\u6210\u3055\u305b\u308b<\/strong><\/span>\u6587\u7ae0\u751f\u6210\u306e\u624b\u6cd5\u3067\u3059\u3002\u6587\u7ae0\u3092\u5de6\u304b\u3089\u53f3\u3078\u3068\u3001\u9010\u6b21\u7684\u306b\u751f\u6210\u3059\u308b\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u304c\u73fe\u5728\u4e3b\u6d41\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u304c\u3001\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u3068\u306f\u6587\u7ae0\u306e\u751f\u6210\u65b9\u6cd5\u304c\u6839\u672c\u7684\u306b\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"735\" height=\"328\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/2f2fef809e75-20251222.gif\" alt=\"\" class=\"wp-image-76409\"\/><figcaption class=\"wp-element-caption\">\u51fa\u5178\uff1a<a href=\"https:\/\/hkunlp.github.io\/blog\/2025\/dream\/\" target=\"_blank\" rel=\"noreferrer noopener\">Dream: Discrete Diffusion Language Models<\/a><\/figcaption><\/figure>\n\n\n\n<p>\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306f\u3001\u3082\u3068\u3082\u3068\u753b\u50cf\u751f\u6210\u3067\u4f7f\u308f\u308c\u3066\u3044\u305f\u62e1\u6563\u30e2\u30c7\u30eb\u306e\u8003\u3048\u65b9\u3092\u6587\u7ae0\u306b\u9069\u7528\u3057\u305f\u8003\u3048\u65b9\u3067\u3059\u3002\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u306f\u6587\u7ae0\u304c[MASK]\u3067\u57cb\u307e\u3063\u305f\u72b6\u614b\uff08\uff1d\u4eee\u306e\u6587\u5b57\u304c\u914d\u7f6e\u3055\u308c\u305f\u72b6\u614b\uff09\u304b\u3089\u30b9\u30bf\u30fc\u30c8\u3057\u3001\u305d\u306e\u521d\u671f\u306e\u6587\u7ae0\u3092\u6bb5\u968e\u7684\u306b\u6574\u5f62\u3057\u3066\u3001\u30ce\u30a4\u30ba\u9664\u53bb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6587\u7ae0\u5168\u4f53\u3092\u5f90\u3005\u306b\u4fee\u6b63\u3057\u3066\u3044\u304f\u3068\u3044\u3046\u30d7\u30ed\u30bb\u30b9\u306e\u305f\u3081\u3001\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u306f\u751f\u6210\u9014\u4e2d\u3067\u3082\u6587\u7ae0\u5168\u4f53\u304c\u628a\u63e1\u3057\u3084\u3059\u3044\u3068\u3044\u3046\u6027\u8cea\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u5c40\u6240\u7684\u306a\u8868\u73fe\u4fee\u6b63\u3084\u6587\u4f53\u306e\u7d71\u4e00\u3001\u69cb\u6587\u306e\u6574\u5408\u6027\u78ba\u4fdd\u3068\u3044\u3063\u305f\u7de8\u96c6\u30fb\u63a8\u6572\u306a\u3069\u306e\u30bf\u30b9\u30af\u3068\u76f8\u6027\u304c\u826f\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u6587\u7ae0\u751f\u6210\u306e\u53cd\u5fa9\u56de\u6570\u3092\u300c<span class=\"swl-inline-color has-swl-deep-01-color\"><strong>steps<\/strong><\/span>\u300d\u3068\u547c\u3073\u307e\u3059\u3002<span class=\"swl-marker mark_yellow\"><strong>1step\u3054\u3068\u306b\u30e2\u30c7\u30eb\u304c\u73fe\u5728\u306e\u6587\u7ae0\u3092\u53c2\u7167\u3057\u3001\u8907\u6570\u7b87\u6240\u3092\u307e\u3068\u3081\u3066\u66f4\u65b0<\/strong><\/span>\u3057\u307e\u3059\u3002\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u306f\u3053\u306esteps\u3092\u8abf\u6574\u3059\u308b\u3053\u3068\u3067\u3001\u6587\u7ae0\u751f\u6210\u306e\u901f\u5ea6\u3068\u54c1\u8cea\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u660e\u793a\u7684\u306b\u5236\u5fa1\u3067\u304d\u308b\u70b9\u3082\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-small_ttl\"><div class=\"cap_box_ttl\"><span>\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08Diffusion LLM\uff09\u306e\u7279\u5fb4<\/span><\/div><div class=\"cap_box_content\">\n<ul class=\"wp-block-list\">\n<li>\u753b\u50cf\u751f\u6210AI\u3067\u4e3b\u6d41\u3060\u3063\u305f\u300c\u30ce\u30a4\u30ba\u304b\u3089\u7d75\u3092\u6d6e\u304b\u3073\u4e0a\u304c\u3089\u305b\u308b\u300d\u624b\u6cd5\u3092\u3001\u6587\u7ae0\u751f\u6210\u306b\u9069\u7528<\/li>\n\n\n\n<li>\u6587\u7ae0\u5168\u4f53\u3092\u4fef\u77b0\u3057\u306a\u304c\u3089\u6d17\u7df4\u3055\u305b\u3066\u3044\u304f\u624b\u6cd5\u306e\u305f\u3081\u3001\u6587\u4f53\u306e\u4e00\u8cab\u6027\u3084\u5c40\u6240\u7684\u306a\u4fee\u6b63\u306b\u5f37\u3044<\/li>\n\n\n\n<li>steps\u306e\u8abf\u6574\u306b\u3088\u308a\u3001\u751f\u6210\u901f\u5ea6\u30fb\u54c1\u8cea\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3057\u3084\u3059\u3044<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-miralabai wp-block-embed-miralabai\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/miralab.co.jp\/media\/diffusion_text_generation\/\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u3010\u6bd4\u8f03\u8868\u3011\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u9055\u3044<\/h3>\n\n\n\n<p>\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u3067\u306f\u6587\u7ae0\u306e\u751f\u6210\u65b9\u6cd5\u304c\u5927\u304d\u304f\u7570\u306a\u308b\u305f\u3081\u3001\u5f97\u610f\u306a\u30bf\u30b9\u30af\u3084\u6587\u7ae0\u306e\u751f\u6210\u901f\u5ea6\u306a\u3069\u306b\u3082\u9055\u3044\u304c\u751f\u3058\u307e\u3059\u3002\u9055\u3044\u3092\u4ee5\u4e0b\u306e\u901a\u308a\u6574\u7406\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table><thead><tr><th>\u9805\u76ee<\/th><th>\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb<\/th><th>\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb<\/th><\/tr><\/thead><tbody><tr><th><strong>\u6587\u7ae0\u306e\u751f\u6210<\/strong><\/th><td>\u30de\u30b9\u30af\u3055\u308c\u305f\u72b6\u614b\u304b\u3089\u6587\u7ae0\u3092\u66f4\u65b0\u3057\u3066\u5b8c\u6210\u3055\u305b\u308b<\/td><td>\u9010\u6b21\u7684\u306b\u6587\u7ae0\u3092\u751f\u6210<\/td><\/tr><tr><th><strong>\u4ee3\u8868\u7684\u306a\u30d1\u30e9\u30e1\u30fc\u30bf<\/strong><\/th><td>steps<br><span class=\"swl-fz u-fz-s\">\u54c1\u8cea\u30fb\u751f\u6210\u5236\u5fa1\u6027\u3068\u901f\u5ea6\u30fb\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb<\/span><\/td><td>\u6e29\u5ea6\uff08temperature\uff09,Top-p,Top-k \u7b49<br><span class=\"swl-fz u-fz-s\">\u751f\u6210\u3059\u308b\u30c8\u30fc\u30af\u30f3\u306e\u30e9\u30f3\u30c0\u30e0\u6027\u3092\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb<\/span><\/td><\/tr><tr><th><strong>\u6587\u7ae0\u306e\u90e8\u5206\u4fee\u6b63<\/strong><\/th><td>\u76f8\u6027\u304c\u3088\u3044<\/td><td>\u4e00\u822c\u7684\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8a2d\u8a08\u6b21\u7b2c<br><span class=\"swl-fz u-fz-xs\">\u5c02\u7528\u306e\u5b66\u7fd2\uff08fill-in-the-middle\uff09\u3092\u3057\u3066\u3044\u308b\u30e2\u30c7\u30eb\u3082\u5b58\u5728<\/span><\/td><\/tr><tr><th><strong>\u5236\u7d04\u306b\u5f93\u3063\u305f\u6587\u7ae0\u751f\u6210<\/strong><\/th><td>\u5236\u7d04\u306b\u5f93\u308f\u305b\u3084\u3059\u3044<\/td><td>\u5c02\u7528\u306e\u624b\u6cd5\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u5236\u5fa1\u53ef\u80fd<br><span class=\"swl-fz u-fz-xs\">constrained decoding\/grammar-constrained decoding\u7b49\u306e\u5b9f\u88c5\u304c\u5fc5\u8981<\/span><\/td><\/tr><tr><th><strong>\u9577\u6587\u306e\u751f\u6210<\/strong><\/th><td>\u4e00\u8cab\u6027\u306e\u7dad\u6301\u3001\u72b6\u614b\u9077\u79fb\u306e\u7ba1\u7406\u306a\u3069\u306b\u8ab2\u984c\u3042\u308a<\/td><td>\u4e00\u822c\u7684\u306b\u5b89\u5b9a\u3057\u305f\u9577\u6587\u751f\u6210\u304c\u53ef\u80fd<\/td><\/tr><tr><th><strong>\u901f\u5ea6\u7279\u6027<\/strong><\/th><td>steps\u306b\u3088\u308a\u8abf\u6574\u53ef\u80fd<\/td><td>\u51fa\u529b\u3059\u308b\u6587\u7ae0\u306e\u9577\u3055\uff08\u51fa\u529b\u30c8\u30fc\u30af\u30f3\uff09\u304c\u5927\u304d\u304f\u306a\u308b\u307b\u3069\u6642\u9593\u304c\u304b\u304b\u308b<\/td><\/tr><tr><th><strong>\u5411\u3044\u3066\u3044\u308b\u30bf\u30b9\u30af<\/strong><\/th><td>\u6587\u7ae0\u306e\u8981\u7d04\u30fb\u90e8\u5206\u4fee\u6b63\u30fb\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304b\u3089\u306e\u751f\u6210\u7b49<\/td><td>\u9577\u6587\u3001\u4f1a\u8a71\u306e\u5c55\u958b\u3001\u30bc\u30ed\u304b\u3089\u306e\u6587\u7ae0\u751f\u6210\u7b49<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><strong>\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u306f\u3053\u308c\u307e\u3067\u751f\u6210\u3057\u305f\u30c8\u30fc\u30af\u30f3\uff08\u6587\u7ae0\uff09\u3092\u8e0f\u307e\u3048\u3066\u6b21\u306e\u30c8\u30fc\u30af\u30f3\u3092\u751f\u6210<\/strong><\/span>\u3057\u307e\u3059\u3002\u751f\u6210\u3055\u308c\u308b\u30c8\u30fc\u30af\u30f3\u306f\u904e\u53bb\u306e\u30c8\u30fc\u30af\u30f3\u306b\u4f9d\u5b58\u3059\u308b\u305f\u3081\u3001\u751f\u6210\u3055\u308c\u308b\u6587\u7ae0\u306b\u306f\u56e0\u679c\u95a2\u4fc2\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u6587\u7ae0\u306e\u610f\u5473\u7684\u306b\u3082\u56e0\u679c\u7684\u306a\u95a2\u4fc2\u3092\u7dad\u6301\u3057\u305f\u307e\u307e\u9577\u6587\u3092\u751f\u6210\u3057\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3067\u751f\u6210\u9014\u4e2d\u3067\u904e\u53bb\u306e\u6587\u7ae0\u3092\u4fee\u6b63\u3057\u305f\u308a\u3001\u90e8\u5206\u7684\u306b\u6587\u7ae0\u3092\u4fee\u6b63\u3059\u308b\u3068\u3044\u3046\u30bf\u30b9\u30af\u306f\u82e6\u624b\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ELYZA-LLM-Diffusion\u306e\u6982\u8981<\/h3>\n\n\n\n<p>ELYZA-LLM-Diffusion\u306fDream-v0-Instruct-7B\u3068\u3044\u3046\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u5bfe\u3057\u3001\u65e5\u672c\u8a9e\u30c7\u30fc\u30bf\u3067\u8ffd\u52a0\u4e8b\u524d\u5b66\u7fd2\uff08further pretraining\uff09\u3068\u6307\u793a\u8ffd\u5f93\u5b66\u7fd2\uff08Instruction Tuning\uff09\u3092\u5b9f\u65bd\u3057\u3066\u65e5\u672c\u8a9e\u5bfe\u5fdc\u3055\u305b\u305f\u30e2\u30c7\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u30d9\u30fc\u30b9\u3068\u306a\u308bDream-v0-Instruct-7B\u306f\u3001\u6587\u7ae0\u3092\u5168\u3066 [MASK] \u3067\u57cb\u3081\u305f\u72b6\u614b\u304b\u3089\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002\u305f\u3060\u3057<span class=\"swl-marker mark_yellow\"><strong>Dream-v0-Instruct-7B\u306f\u82f1\u8a9e\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u305d\u306e\u307e\u307e\u3067\u306f\u65e5\u672c\u8a9e\u3067\u306e\u751f\u6210\u54c1\u8cea\u304c\u5341\u5206\u3067\u306f\u3042\u308a\u307e\u305b\u3093<\/strong><\/span>\u3002<\/p>\n\n\n\n<p>ELYZA-LLM-Diffusion\u3067\u306f\u3001Dream-v0-Instruct-7B\u3092\u65e5\u672c\u8a9e\u306b\u9069\u5fdc\u3055\u305b\u308b\u305f\u3081\u3001\u8ffd\u52a0\u4e8b\u524d\u5b66\u7fd2\u3068\u6307\u793a\u8ffd\u5f93\u5b66\u7fd2\u3092\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><strong>\u8ffd\u52a0\u4e8b\u524d\u5b66\u7fd2\u3067\u306f\u5927\u898f\u6a21\u306a\u65e5\u672c\u8a9e\u30b3\u30fc\u30d1\u30b9\u3092\u7528\u3044\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0<\/strong><\/span>\u3092\u884c\u3044\u307e\u3059\u3002\u8ffd\u52a0\u4e8b\u524d\u5b66\u7fd2\u306b\u3088\u308a\u3001\u9069\u5207\u306a\u65e5\u672c\u8a9e\u306e\u8a9e\u5f59\u3084\u52a9\u8a5e\u3001\u656c\u8a9e\u30fb\u6587\u4f53\u306e\u983b\u5ea6\u7b49\u3001\u65e5\u672c\u8a9e\u3089\u3057\u3044\u8868\u73fe\u306b\u5fc5\u8981\u306a\u7d71\u8a08\u7684\u7279\u5fb4\u3092\u7372\u5f97\u3055\u305b\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5358\u8a9e\u306e\u9078\u3073\u65b9\u3084\u6587\u306e\u3064\u306a\u304c\u308a\u65b9\u304c\u65e5\u672c\u8a9e\u3068\u3057\u3066\u81ea\u7136\u306b\u306a\u308a\u3001\u751f\u6210\u6587\u306e\u5b89\u5b9a\u6027\u3082\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><strong>\u6307\u793a\u8ffd\u5f93\u5b66\u7fd2\u3067\u306f\u3001\u5165\u529b\u3055\u308c\u305f\u6307\u793a\u306b\u5bfe\u3059\u308b\u9069\u5207\u306a\u51fa\u529b\u3092\u5b66\u7fd2<\/strong><\/span>\u3055\u305b\u307e\u3059\u3002\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u52b9\u679c\u3068\u3057\u3066\u3001\u300c\u6307\u5b9a\u3055\u308c\u305f\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u56de\u7b54\u3059\u308b\u300d\u300c\u610f\u56f3\u3092\u5916\u3055\u305a\u306b\u8981\u70b9\u3092\u307e\u3068\u3081\u308b\u300d\u3068\u3044\u3063\u305f\u3001\u5b9f\u904b\u7528\u3067\u91cd\u8981\u306a\u632f\u308b\u821e\u3044\u304c\u5f37\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-small_ttl\"><div class=\"cap_box_ttl\"><span>\u8ffd\u52a0\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u305d\u306e\u52b9\u679c<\/span><\/div><div class=\"cap_box_content\">\n<ul class=\"wp-block-list\">\n<li>\u65e5\u672c\u8a9e\u30c7\u30fc\u30bf\u306b\u3088\u308b\u8ffd\u52a0\u4e8b\u524d\u5b66\u7fd2 \u2026 \u65e5\u672c\u8a9e\u306e\u8a00\u8a9e\u80fd\u529b\u306e\u5411\u4e0a<\/li>\n\n\n\n<li>\u6307\u793a\u8ffd\u5f93\u5b66\u7fd2 \u2026 \u4e0e\u3048\u3089\u308c\u305f\u6307\u793a\u306b\u8ffd\u5f93\u3059\u308b\u80fd\u529b\u306e\u5411\u4e0a<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">ELYZA-LLM-Diffusion\u306e\u6027\u80fd\u8a55\u4fa1<\/h3>\n\n\n\n<p>ELYZA-LLM-Diffusion\u306b\u3064\u3044\u3066\u306f\u3001\u8907\u6570\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u4ed6\u306e\u30e2\u30c7\u30eb\u3068\u6bd4\u8f03\u3057\u305f\u7d50\u679c\u304c\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"883\" height=\"243\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-233.png\" alt=\"\" class=\"wp-image-76432\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-233.png 883w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-233-300x83.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-233-768x211.png 768w\" sizes=\"(max-width: 883px) 100vw, 883px\" \/><figcaption class=\"wp-element-caption\">\u51fa\u5178\uff1a<a href=\"https:\/\/zenn.dev\/elyza\/articles\/f9dd010e895a34#%E8%A9%95%E4%BE%A1%E7%B5%90%E6%9E%9C\" target=\"_blank\" rel=\"noreferrer noopener\">\u65e5\u672c\u8a9e\u7279\u5316\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u300cELYZA-LLM-Diffusion\u300d\u306e\u516c\u958b<\/a><\/figcaption><\/figure>\n\n\n\n<p>ELYZA-LLM-Diffusion\u3092<span class=\"swl-marker mark_yellow\"><strong>\u65e5\u672c\u8a9e\u306b\u9069\u7528\u3055\u305b\u308b\u524d\u306eDream-v0-Instruct-7B\uff08\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3084\u3001\u65e5\u672c\u8a9e\u30c7\u30fc\u30bf\u3067\u6307\u793a\u8ffd\u5f93\u5b66\u7fd2\u3092\u884c\u3063\u305f\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u306eELYZA-Shortcut-1.0-Qwen-7B\u7b49\u3068\u6bd4\u8f03<\/strong><\/span>\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u7d50\u679c\u3067\u306f\u3001ELYZA-LLM-Diffusion\u306f\u3001\u6027\u80fd\u8a55\u4fa1\u3067\u306e\u6307\u6a19\u3068\u3057\u3066\u5bfe\u8a71\u306e\u8cea\u3092\u6e2c\u308b<span class=\"swl-marker mark_yellow\"><strong>\u300cJapanese-MT-Bench\u300d\u3067\u975e\u5e38\u306b\u9ad8\u3044\u30b9\u30b3\u30a2\uff088.10\uff09\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u65e5\u672c\u8a9e\u306e\u5bfe\u8a71\u30fb\u6307\u793a\u3078\u306e\u5bfe\u5fdc\u306b\u5f37\u307f\u304c\u3042\u308b<\/strong><\/span>\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\uff08Qwen2.5-7B-Instruct \u7b49\uff09\u3088\u308a\u3082\u4e0a\u56de\u3063\u3066\u304a\u308a\u3001\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4e2d\u3067\u306f\u30c8\u30c3\u30d7\u30af\u30e9\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u6307\u793a\u3078\u306e\u5fe0\u5b9f\u3055\u3092\u554f\u3046\u300cELYZA-Tasks-100\u300d\u306e\u30b9\u30b3\u30a2\uff083.49\uff09\u3082\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4e2d\u3067\u306f\u9ad8\u3044\u6c34\u6e96\u3067\u3059\u304c\u3001\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u3088\u308a\u306f\u3084\u3084\u4f4e\u304f\u3001\u6c4e\u7528\u7684\u306a\u6709\u7528\u6027\u30fb\u5b89\u5b9a\u56de\u7b54\u3067\u306f\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u306b\u5f37\u307f\u304c\u3042\u308b\u50be\u5411\u304c\u898b\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u77e5\u8b58\u30fb\u63a8\u8ad6\u7cfb\u3067\u306f\u3001\u65e5\u672c\u8a9e\u306e\u77e5\u8b58\u7406\u89e3\u3084\u6587\u8108\u628a\u63e1\u306e\u7a0b\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u300cJMMLU-small\u300d\u306e\u30b9\u30b3\u30a2\uff080.61\uff09\u306f\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4e2d\u3067\u306f\u6a19\u6e96\u7684\u3067\u3001\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u3068\u5927\u304d\u306a\u5dee\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u65e5\u672c\u8a9e\u3067\u306e\u30b3\u30fc\u30c9\u751f\u6210\u80fd\u529b\u3092\u6e2c\u308b\u300cJHumanEval\u300d\u306e\u30b9\u30b3\u30a2\uff080.46\uff09\u3084\u65e5\u672c\u8a9e\u306b\u304a\u3051\u308b\u6570\u5b66\u7684\u306a\u63a8\u8ad6\u529b\u3092\u8a55\u4fa1\u3059\u308b\u300cMATH-500\u300d\u306e\u30b9\u30b3\u30a2\uff080.36\uff09\u3067\u306f\u3001\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u65b9\u304c\u4e00\u90e8\u9ad8\u3044\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u3053\u3068\u304b\u3089\u3001<span class=\"swl-marker mark_yellow\"><strong>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3084\u6570\u5b66\u7684\u63a8\u8ad6\u3068\u3044\u3063\u305f\u53b3\u5bc6\u6027\u304c\u8981\u6c42\u3055\u308c\u308b\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u306e\u65b9\u304c\u5f97\u610f\u306a\u50be\u5411\u306b\u3042\u308b<\/strong><\/span>\u3068\u5224\u65ad\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-small_ttl\"><div class=\"cap_box_ttl\"><span>ELYZA-LLM-Diffusion\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u304b\u3089\u5206\u304b\u308b\u3053\u3068<\/span><\/div><div class=\"cap_box_content\">\n<ul class=\"wp-block-list\">\n<li>\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u7279\u6027\u3069\u304a\u308a\u3001\u5bfe\u8a71\u54c1\u8cea\u3084\u751f\u6210\u5236\u5fa1\u306b\u5f37\u307f<\/li>\n\n\n\n<li>\u6570\u7406\u7684\u30fb\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u7684\u306a\u6b63\u78ba\u6027\u304c\u8981\u6c42\u3055\u308c\u308b\u30bf\u30b9\u30af\u306f\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u3088\u308a\u3082\u30b9\u30b3\u30a2\u304c\u4f4e\u3044\u50be\u5411<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">ELYZA-LLM-Diffusion\u304c\u5f97\u610f\u306a\u30bf\u30b9\u30af\u3068\u82e6\u624b\u306a\u30bf\u30b9\u30af<\/h3>\n\n\n\n<p>ELYZA-LLM-Diffusion\u306f\u3001<span class=\"swl-marker mark_yellow\"><strong>\u76ee\u7684\u3084\u5f62\u5f0f\u304c\u3042\u308b\u7a0b\u5ea6\u6c7a\u307e\u3063\u3066\u3044\u308b\u30c6\u30ad\u30b9\u30c8\u51e6\u7406\u306b\u5411\u3044\u3066\u3044\u307e\u3059<\/strong><\/span>\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u696d\u52d9\u6587\u66f8\u306e\u4e0b\u66f8\u304d\u3001\u8981\u7d04\u3001\u8a00\u3044\u63db\u3048\u3001\u30c8\u30fc\u30f3\u7d71\u4e00\u3001\u5b9a\u578b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3078\u306e\u66f8\u304d\u63db\u3048\u7b49\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u300c\u53cd\u5fa9\u7684\u306b\u66f4\u65b0\u3057\u306a\u304c\u3089\u6587\u7ae0\u3092\u5b8c\u6210\u3055\u305b\u308b\u300d\u7279\u6027\u3068\u76f8\u6027\u304c\u3088\u3044\u30bf\u30b9\u30af\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3067\u30bc\u30ed\u304b\u3089\u9577\u7de8\u3092\u7d44\u307f\u7acb\u3066\u308b\u5275\u4f5c\u3084\u3001\u4f0f\u7dda\u56de\u53ce\u30fb\u56e0\u679c\u95a2\u4fc2\u306e\u7a4d\u307f\u4e0a\u3052\u306e\u3088\u3046\u306b\u6587\u7ae0\u306e\u6574\u5408\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u30b1\u30fc\u30b9\u3067\u306f\u6d3b\u7528\u304c\u96e3\u3057\u3044\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u3002\u6587\u7ae0\u5168\u4f53\u3092\u540c\u6642\u306b\u66f4\u65b0\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u306e\u305f\u3081\u3001\u30b9\u30c8\u30fc\u30ea\u30fc\u5c55\u958b\u3084\u8ad6\u65e8\u306e\u4e00\u8cab\u6027\u3092\u4fdd\u3064\u305f\u3081\u306b\u306f\u3001\u8ffd\u52a0\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\uff08\u30a2\u30a6\u30c8\u30e9\u30a4\u30f3\u56fa\u5b9a\u3001\u6bb5\u843d\u3054\u3068\u306e\u751f\u6210\u3001\u518d\u7de8\u96c6\u30eb\u30fc\u30d7\u306a\u3069\uff09\u3082\u691c\u8a0e\u3059\u308b\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u30bf\u30b9\u30af\u306e\u7a2e\u985e<\/th><th>\u30bf\u30b9\u30af\u306e\u6027\u8cea<\/th><th>\u30bf\u30b9\u30af\u306e\u4f8b<\/th><\/tr><\/thead><tbody><tr><th><strong>\u5411\u3044\u3066\u3044\u308b\u30bf\u30b9\u30af<\/strong><\/th><td><span data-icon=\"dot\" class=\"swl-inline-list\">\u76ee\u7684\u30fb\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304c\u660e\u78ba<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u65e2\u5b58\u306e\u6587\u7ae0\u306e\u7de8\u96c6<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u30eb\u30fc\u30eb\u306b\u5f93\u3063\u305f\u6587\u7ae0\uff08\u9577\u3055\u30fb\u30c8\u30fc\u30f3\u30fb\u6587\u4f53\u7b49\uff09<\/span><\/td><td>\u8981\u7d04\u3001\u8a00\u3044\u63db\u3048\u3001\u30c8\u30fc\u30f3\u7d71\u4e00\u3001\u8b70\u4e8b\u9332\u3078\u306e\u6574\u5f62\u3001\u30e1\u30fc\u30eb\u6587\u306e\u6574\u5f62\u3001\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u304b\u3089\u306e\u751f\u6210\u7b49<\/td><\/tr><tr><th><strong>\u5411\u3044\u3066\u3044\u306a\u3044\u30bf\u30b9\u30af<\/strong><\/th><td><span data-icon=\"dot\" class=\"swl-inline-list\">\u9577\u671f\u7684\u306a\u6574\u5408\u6027\u304c\u91cd\u8981<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u5c55\u958b\u3092\u7a4d\u307f\u4e0a\u3052\u308b<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u53b3\u5bc6\u306a\u8ad6\u7406\u6027\u304c\u6c42\u3081\u3089\u308c\u308b<\/span><\/td><td>\u9577\u7de8\u5c0f\u8aac\u3001\u8907\u96d1\u306a\u30d7\u30ed\u30c3\u30c8\u751f\u6210\u3001\u6570\u5b66\u8a3c\u660e\u3001\u30b3\u30fc\u30c9\u751f\u6210\u7b49<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">ELYZA-LLM-Diffusion\u306e\u4f7f\u3044\u65b9\uff5c\u30c7\u30e2\u304b\u3089\u516c\u958b\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u307e\u3067<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-202.png\" alt=\"\" class=\"wp-image-76071\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-202.png 1536w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-202-300x200.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-202-1024x683.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-202-768x512.png 768w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/><\/figure>\n\n\n\n<p>ELYZA-LLM-Diffusion\u3092\u4f7f\u3046\u305f\u3081\u306b\u306f\u3001\u6587\u7ae0\u751f\u6210\u3092\u7c21\u5358\u306b\u8a66\u305b\u308b\u30c7\u30e2\u74b0\u5883\u3092\u5229\u7528\u3059\u308b\u304b\u3001\u81ea\u5206\u3067\u7528\u610f\u3057\u305f\u5b9f\u884c\u74b0\u5883\u306b\u516c\u958b\u30e2\u30c7\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3001\u5b9f\u969b\u306e\u64cd\u4f5c\u753b\u9762\u3092\u4ea4\u3048\u305f\u5177\u4f53\u7684\u306a\u5229\u7528\u624b\u9806\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">steps\u306e\u8a2d\u8a08\u65b9\u91dd\uff5c\u751f\u6210\u54c1\u8cea\u30fb\u901f\u5ea6\u30fb\u751f\u6210\u5236\u5fa1\u6027\u306e\u95a2\u4fc2\u6027<\/h3>\n\n\n\n<p>steps\u306f\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u304a\u3051\u308b<span class=\"swl-marker mark_yellow\"><strong>\u751f\u6210\u306e\u53cd\u5fa9\u56de\u6570\u3092\u793a\u3059\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u3001\u6587\u7ae0\u751f\u6210\u306e\u54c1\u8cea\u30fb\u901f\u5ea6\u30fb\u5236\u5fa1\u6027\u306b\u5f71\u97ff<\/strong><\/span>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>steps\u3092\u5c11\u306a\u304f\u8a2d\u5b9a\u3059\u308c\u3070\u6587\u7ae0\u3092\u4fee\u6b63\u3059\u308b\u56de\u6570\u304c\u6e1b\u308b\u305f\u3081\u3001\u9ad8\u901f\u306b\u6587\u7ae0\u3092\u751f\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u65b9\u3067\u6587\u7ae0\u306e\u54c1\u8cea\u304c\u4e0b\u304c\u3063\u305f\u308a\u3001\u6307\u5b9a\u3057\u305f\u6761\u4ef6\u304b\u3089\u306e\u9038\u8131\u304c\u8d77\u304d\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002steps\u3092\u5897\u3084\u3059\u3068\u6587\u4f53\u306e\u7d71\u4e00\u3084\u6761\u4ef6\u306e\u9075\u5b88\u6027\u306f\u5411\u4e0a\u3057\u3084\u3059\u3044\u3067\u3059\u304c\u3001\u751f\u6210\u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-all-centered\"><table><thead><tr><th class=\"has-text-align-center\" data-align=\"center\">\u9805\u76ee<\/th><th class=\"has-text-align-center\" data-align=\"center\">steps\u304c\u5c11\u306a\u3044<\/th><th class=\"has-text-align-center\" data-align=\"center\">steps\u304c\u591a\u3044<\/th><\/tr><\/thead><tbody><tr><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u751f\u6210\u54c1\u8cea<\/strong><\/th><td class=\"has-text-align-center\" data-align=\"center\" data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"triangle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">&nbsp;<\/span><\/td><td class=\"has-text-align-center\" data-align=\"center\" data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">&nbsp;<\/span><\/td><\/tr><tr><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u751f\u6210\u901f\u5ea6<\/strong><\/th><td class=\"has-text-align-center\" data-align=\"center\" data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">&nbsp;<\/span><\/td><td class=\"has-text-align-center\" data-align=\"center\" data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"triangle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">&nbsp;<\/span><\/td><\/tr><tr><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u751f\u6210\u5236\u5fa1\u6027<\/strong><\/th><td class=\"has-text-align-center\" data-align=\"center\" data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"triangle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">&nbsp;<\/span><\/td><td class=\"has-text-align-center\" data-align=\"center\" data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">&nbsp;<\/span><\/td><\/tr><tr><th class=\"has-text-align-center\" data-align=\"center\">\u8a08\u7b97\u30b3\u30b9\u30c8<\/th><td class=\"has-text-align-center\" data-align=\"center\" data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"circle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">&nbsp;<\/span><\/td><td class=\"has-text-align-center\" data-align=\"center\" data-has-cell-bg=\"1\" data-has-cell-icon=\"l-bg\"><span data-icon=\"triangle\" data-icon-size=\"l\" data-icon-type=\"bg\" aria-hidden=\"true\" class=\"swl-cell-bg\">&nbsp;<\/span><\/td><\/tr><tr><th class=\"has-text-align-center\" data-align=\"center\"><strong>\u4f7f\u3044\u5206\u3051<\/strong><\/th><td class=\"has-text-align-center\" data-align=\"center\">\u4e0b\u66f8\u304d\u306e\u4f5c\u6210\u3001\u691c\u8a3c\u7b49<\/td><td class=\"has-text-align-center\" data-align=\"center\">\u6700\u7d42\u7a3f\u306e\u4f5c\u6210\u3001\u53b3\u5bc6\u306a\u7de8\u96c6\u7b49<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u6ce8\u610f\u70b9\u3068\u3057\u3066\u3001<span class=\"swl-marker mark_yellow\"><strong>steps\u3092\u5897\u3084\u305b\u3070\u7121\u9650\u306b\u54c1\u8cea\u304c\u5411\u4e0a\u3059\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093<\/strong><\/span>\u3002\u3042\u308b\u6bb5\u968e\u304b\u3089\u306f\u54c1\u8cea\u306e\u5411\u4e0a\u5e45\u304c\u982d\u6253\u3061\u306b\u306a\u308a\u3001\u63a8\u8ad6\u306e\u8a08\u7b97\u30b3\u30b9\u30c8\u3060\u3051\u304c\u5897\u3048\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002\u696d\u52d9\u306a\u3069\u3067\u6d3b\u7528\u3059\u308b\u5834\u5408\u306b\u306f\u4f4esteps\u3067\u4e0b\u66f8\u304d\u3092\u751f\u6210\u3001\u4e2d\u301c\u9ad8steps\u3067\u6700\u7d42\u7a3f\u306e\u751f\u6210\u30fb\u5236\u7d04\u306e\u53b3\u3057\u3044\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u7b49\u306e\u6bb5\u968e\u7684\u306a\u904b\u7528\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><strong>steps\u306e\u6307\u5b9a\u306b\u3088\u3063\u3066\u4e8b\u524d\u306b\u54c1\u8cea\u3068\u751f\u6210\u901f\u5ea6\u30fb\u30b3\u30b9\u30c8\u3092\u898b\u7a4d\u3082\u308a\u3084\u3059\u3044<\/strong><\/span>\u70b9\u306f\u3001\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306a\u3089\u3067\u306f\u306e\u5229\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u3010\u7121\u6599\u3067\u4eca\u3059\u3050\u8a66\u3059\u3011ELYZA-LLM-Diffusion\u516c\u5f0f\u30c7\u30e2<\/h3>\n\n\n\n<p>\u74b0\u5883\u69cb\u7bc9\u306a\u3057\u3067ELYZA-LLM-Diffusion\u3092\u8a66\u3059\u305f\u3081\u306e\u516c\u5f0f\u306e\u30c7\u30e2\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30e2\u306e\u5229\u7528\u624b\u9806\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30c7\u30e2\u30b5\u30a4\u30c8\u306b\u30a2\u30af\u30bb\u30b9<\/div><div class=\"swell-block-step__body\">\n<p><a href=\"https:\/\/huggingface.co\/spaces\/elyza\/ELYZA-Diffusion-Instruct-Dream-7B-Demo\" target=\"_blank\" rel=\"noreferrer noopener\">\u30c7\u30e2\u516c\u958b\u30b5\u30a4\u30c8<\/a>\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1890\" height=\"905\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-218.png\" alt=\"\" class=\"wp-image-76356\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-218.png 1890w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-218-300x144.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-218-1024x490.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-218-768x368.png 768w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-218-1536x735.png 1536w\" sizes=\"(max-width: 1890px) 100vw, 1890px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8a2d\u5b9a<\/div><div class=\"swell-block-step__body\">\n<p>\u300cGeneration Parameters\u300d\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u8a2d\u5b9a\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u5404\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u300cELYZA-LLM-Diffusion\u30c7\u30e2\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u89e3\u8aac\u300d\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1442\" height=\"526\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-220.png\" alt=\"\" class=\"wp-image-76358\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-220.png 1442w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-220-300x109.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-220-1024x374.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-220-768x280.png 768w\" sizes=\"(max-width: 1442px) 100vw, 1442px\" \/><\/figure>\n\n\n\n<p>\u4eca\u56de\u306f\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u8a2d\u5b9a\u306e\u307e\u307e\u4f7f\u7528\u3057\u307e\u3057\u305f\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u3001\u6587\u7ae0\u751f\u6210<\/div><div class=\"swell-block-step__body\">\n<p>\u30c1\u30e3\u30c3\u30c8\u6b04\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u3001\u300cSend\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u6587\u7ae0\u751f\u6210\u304c\u958b\u59cb\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1133\" height=\"727\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-221.png\" alt=\"\" class=\"wp-image-76359\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-221.png 1133w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-221-300x192.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-221-1024x657.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-221-768x493.png 768w\" sizes=\"(max-width: 1133px) 100vw, 1133px\" \/><\/figure>\n\n\n\n<p>\u4eca\u56de\u306f\u300c\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u6559\u3048\u3066\u300d\u3068\u3044\u3046\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u307e\u3057\u305f\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u6587\u7ae0\u306e\u78ba\u8a8d<\/div><div class=\"swell-block-step__body\">\n<p>\u6587\u7ae0\u306e\u751f\u6210\u904e\u7a0b\u306f\u753b\u9762\u53f3\u5074\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u6700\u7d42\u7684\u306b\u751f\u6210\u3055\u308c\u305f\u6587\u7ae0\u306f\u753b\u9762\u5de6\u5074\u306e\u30c1\u30e3\u30c3\u30c8\u6b04\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1874\" height=\"733\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-222.png\" alt=\"\" class=\"wp-image-76361\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-222.png 1874w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-222-300x117.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-222-1024x401.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-222-768x300.png 768w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-222-1536x601.png 1536w\" sizes=\"(max-width: 1874px) 100vw, 1874px\" \/><\/figure>\n\n\n\n<p>\u751f\u6210\u904e\u7a0b\u306e\u8868\u793a\u3067\u306f\u4e00\u90e8\u6587\u5b57\u5316\u3051\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u6700\u7d42\u7684\u306a\u51fa\u529b\u306f\u30c1\u30e3\u30c3\u30c8\u6b04\u3067\u9069\u5207\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1871\" height=\"725\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-223.png\" alt=\"\" class=\"wp-image-76362\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-223.png 1871w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-223-300x116.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-223-1024x397.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-223-768x298.png 768w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-223-1536x595.png 1536w\" sizes=\"(max-width: 1871px) 100vw, 1871px\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<p>\u4ee5\u4e0a\u306e\u624b\u9806\u3067\u3001<span class=\"swl-marker mark_yellow\"><strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3059\u308b\u3060\u3051\u3067\u7c21\u5358\u306b\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u308b\u6587\u7ae0\u751f\u6210\u306e\u691c\u8a3c<\/strong><\/span>\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ELYZA-LLM-Diffusion\u30c7\u30e2\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u89e3\u8aac<\/h3>\n\n\n\n<p>\u516c\u5f0f\u30c7\u30e2\u3067\u306f\u3001\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u4e3b\u8981\u306a\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5909\u66f4\u53ef\u80fd\u3067\u3059\u3002\u5404\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u6982\u8981\u3068\u8003\u616e\u4e8b\u9805\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table><thead><tr><th>\u30d1\u30e9\u30e1\u30fc\u30bf<\/th><th>\u8a2d\u5b9a\u5024<\/th><th>\u6982\u8981<\/th><th>\u8003\u616e\u4e8b\u9805<\/th><\/tr><\/thead><tbody><tr><th><strong>Max New Tokens<\/strong><\/th><td>16\uff5e512<\/td><td><span class=\"swl-fz u-fz-s\">\u751f\u6210\u3055\u308c\u308b\u6587\u7ae0\u306e\u6700\u5927\u30c8\u30fc\u30af\u30f3\u6570<\/span><\/td><td><span data-icon=\"dot\" class=\"swl-inline-list\"><span class=\"swl-fz u-fz-s\">\u9577\u304f\u3059\u308b\u3068\u9577\u6587\u3092\u751f\u6210\u3067\u304d\u308b\u304c\u3001\u8a08\u7b97\u91cf\u304c\u5897\u52a0<\/span><\/span><\/td><\/tr><tr><th><strong>Diffusion Steps<\/strong><\/th><td>8\uff5e512<\/td><td><span class=\"swl-fz u-fz-s\">\u6587\u7ae0\u3092\u53cd\u5fa9\u7684\u306b\u4fee\u6b63\u3059\u308b\u56de\u6570<\/span><\/td><td><span class=\"swl-fz u-fz-s\"><span data-icon=\"dot\" class=\"swl-inline-list\">\u4f4e\u3044\u307b\u3069\u9ad8\u901f\u3060\u304c\u54c1\u8cea\u306f\u4e0b\u304c\u308a\u3084\u3059\u3044<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u9ad8\u3044\u307b\u3069\u54c1\u8cea\u306f\u5411\u4e0a\u3057\u3084\u3059\u3044\u304c\u6642\u9593\u3084\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b<\/span><\/span><\/td><\/tr><tr><th><strong>Temperature<\/strong><\/th><td>0\uff5e1<\/td><td><span class=\"swl-fz u-fz-s\">\u30c8\u30fc\u30af\u30f3\u9078\u629e\u306e\u30e9\u30f3\u30c0\u30e0\u6027<\/span><\/td><td><span class=\"swl-fz u-fz-s\"><span data-icon=\"dot\" class=\"swl-inline-list\">\u4f4e\u3044\u307b\u3069\u751f\u6210\u3055\u308c\u308b\u30c8\u30fc\u30af\u30f3\u304c\u5b89\u5b9a\u3057\u3001\u9ad8\u3044\u307b\u3069\u591a\u69d8\u306a\u30c8\u30fc\u30af\u30f3\u304c\u9078\u629e\u3055\u308c\u308b<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u696d\u52d9\u7528\u9014\u3067\u306f\u4f4e\u301c\u4e2d\u304c\u6271\u3044\u3084\u3059\u3044<\/span><\/span><\/td><\/tr><tr><th><strong>Top-p<\/strong><\/th><td>0\uff5e1<\/td><td><span class=\"swl-fz u-fz-s\">\u30c8\u30fc\u30af\u30f3\u5019\u88dc\u306e\u5236\u9650<\/span><\/td><td><span class=\"swl-fz u-fz-s\"><span data-icon=\"dot\" class=\"swl-inline-list\">Temperature\u3068\u4f75\u7528<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u9ad8\u3059\u304e\u308b\u3068\u8868\u73fe\u304c\u4e0d\u5b89\u5b9a\u3001\u4f4e\u3059\u304e\u308b\u3068\u8868\u73fe\u304c\u5358\u8abf\u306b\u306a\u308b<\/span><\/span><\/td><\/tr><tr><th><strong>Top-k<\/strong><\/th><td>0\uff5e100<\/td><td><span class=\"swl-fz u-fz-s\">\u5019\u88dc\u30c8\u30fc\u30af\u30f3\u6570\u306e\u56fa\u5b9a\u5236\u9650<\/span><\/td><td><span class=\"swl-fz u-fz-s\"><span data-icon=\"dot\" class=\"swl-inline-list\">\u4f4e\u3059\u304e\u308b\u3068\u8868\u73fe\u304c\u5358\u8abf\u3001\u9ad8\u3059\u304e\u308b\u3068\u8868\u73fe\u306e\u9038\u8131\u3084\u30d6\u30ec\u304c\u5897\u3048\u308b<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">Top-p\u3068\u4f3c\u305f\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u305f\u3081\u3001Top-p\u5229\u7528\u6642\u306f0 (\u7121\u52b9)\u3068\u3059\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308b<\/span><\/span><\/td><\/tr><tr><th><strong>Visualization Delay (sec)<\/strong><\/th><td>0\uff5e0.5<\/td><td><span class=\"swl-fz u-fz-s\">\u6587\u7ae0\u751f\u6210\u306e\u53ef\u8996\u5316\u901f\u5ea6<\/span><span class=\"swl-fz u-fz-xs\">\uff08\u8868\u793a\u7528\uff09<\/span><\/td><td><span data-icon=\"dot\" class=\"swl-inline-list\"><span class=\"swl-fz u-fz-s\">\u6587\u7ae0\u306e\u751f\u6210\u306b\u306f\u5f71\u97ff\u306a\u3057<\/span><\/span><\/td><\/tr><tr><th><strong>Algorithm<\/strong><\/th><td>origin\/ar<\/td><td><span class=\"swl-fz u-fz-s\">\u6587\u7ae0\u751f\u6210\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0<\/span><\/td><td><span class=\"swl-fz u-fz-s\"><span data-icon=\"dot\" class=\"swl-inline-list\">origin\uff1a\u5404step\u3067\u73fe\u5728\u306e[MASK]\u3092\u4fee\u6b63\u3057\u3001\u78ba\u7387\u306b\u57fa\u3065\u3044\u3066\u30c8\u30fc\u30af\u30f3\u3092\u66f4\u65b0<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">ar\uff1a\u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\u98a8\u306b\u30c8\u30fc\u30af\u30f3\u3092\u5de6\u304b\u3089\u53f3\u3078\u751f\u6210\u3059\u308b<\/span><\/span><\/td><\/tr><tr><th><strong>Algorithm Temperature<\/strong><\/th><td>0\uff5e1<\/td><td><span class=\"swl-fz u-fz-s\">\u62e1\u6563\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u5185\u90e8\u306e\u30e9\u30f3\u30c0\u30e0\u6027<\/span><\/td><td><span data-icon=\"dot\" class=\"swl-inline-list\"><span class=\"swl-fz u-fz-s\">\u9ad8\u3059\u304e\u308b\u3068\u63a8\u6572\u304c\u4e0d\u5b89\u5b9a\u3068\u306a\u308b<\/span><\/span><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u751f\u6210\u54c1\u8cea\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u306f\u300cDiffusion Steps\u300d\u3067\u3059\u304c\u3001steps\u3092\u5927\u304d\u304f\u3057\u3066\u3082\u671f\u5f85\u3059\u308b\u54c1\u8cea\u304c\u5f97\u3089\u308c\u306a\u3044\u5834\u5408\u306f<span class=\"swl-marker mark_yellow\"><strong>\u300cTemperature\u300d\u3084\u300cTop-p\u300d\u3001\u300cTop-k\u300d\u7b49\u306e\u4ed6\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3082\u8abf\u6574\u3057\u3066\u307f\u307e\u3057\u3087\u3046<\/strong><\/span>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u516c\u958b\u30e2\u30c7\u30eb\u3092Hugging Face Spaces\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b<\/h3>\n\n\n\n<p>ELYZA-LLM-Diffusion\u306fHugging Face\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u4efb\u610f\u306e\u5b9f\u884c\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306f\u30c1\u30e3\u30c3\u30c8UI\u3092\u4f7f\u3063\u3066<span class=\"swl-marker mark_yellow\"><strong>ELYZA-LLM-Diffusion\u306b\u3088\u308b\u63a8\u8ad6\u3092\u884c\u3046\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092Hugging Face Spaces\u306b\u7121\u6599\u3067\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u624b\u9806<\/strong><\/span>\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002Hugging Face Spaces\u306f\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3092\u7528\u610f\u305b\u305a\u306b\u3001Web\u4e0a\u3067\u30e2\u30c7\u30eb\u306e\u30c7\u30e2\u3084\u7c21\u6613\u30a2\u30d7\u30ea\u3092\u516c\u958b\u30fb\u5b9f\u884c\u3067\u304d\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<p>Hugging Face Spaces\u306b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306e3\u30d5\u30a1\u30a4\u30eb\u304c\u5fc5\u8981\u3067\u3059\u3002\u3042\u3089\u304b\u3058\u3081\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<dl class=\"swell-block-dl\">\n<dt class=\"swell-block-dl__dt\">README.md<\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p>Space\u306e\u57fa\u672c\u8a2d\u5b9a\u30d5\u30a1\u30a4\u30eb\u3067\u3059\u3002\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3064\u3044\u3066\u3001Python\u30d0\u30fc\u30b8\u30e7\u30f3\u3001\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u30d5\u30a1\u30a4\u30eb\u540d (<code>app.py<\/code> )\u3001Space\u306e\u30bf\u30a4\u30c8\u30eb\u3084\u8868\u793a\u60c5\u5831\u7b49\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>---\ntitle: ELYZA Diffusion LLM CPU Demo\nemoji: &#x1f9e0;\ncolorFrom: gray\ncolorTo: blue\nsdk: gradio\npython_version: \"3.10\"\napp_file: app.py\npinned: false\n---\n\n# ELYZA Diffusion LLM (CPU)\nCPU-only Space demo for ELYZA Diffusion LLM.<\/code><\/pre>\n<\/dd>\n\n\n\n<dt class=\"swell-block-dl__dt\">requirements.txt<\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p>Python\u4f9d\u5b58\u95a2\u4fc2\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>gradio\ntransformers\naccelerate\ntorch\nbitsandbytes<\/code><\/pre>\n<\/dd>\n\n\n\n<dt class=\"swell-block-dl__dt\">app.py<\/dt>\n\n\n\n<dd class=\"swell-block-dl__dd\">\n<p>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3067\u3059\u3002Gradio\u3067UI\u3092\u5b9a\u7fa9\u3057\u3001ELYZA Diffusion LLM\u306e\u30ed\u30fc\u30c9\u30fb\u6587\u7ae0\u751f\u6210\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u7b49\u3092\u5b9f\u88c5\u3057\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u306f\u7121\u6599\u67a0\u306e\u8a08\u7b97\u8cc7\u6e90\u3067\u5b9f\u884c\u3059\u308b\u305f\u3081\u3001\u8a08\u7b97\u8ca0\u8377\u3092\u4e0b\u3052\u308b\u76ee\u7684\u3067<code>BitsAndBytesConfig()<\/code>\u306b\u3088\u3063\u3066\u30e2\u30c7\u30eb\u306e\u91cf\u5b50\u5316\u3092\u884c\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import os\nimport torch\nimport gradio as gr\nfrom transformers import AutoModel, AutoTokenizer, BitsAndBytesConfig\n#\u30ed\u30fc\u30c9\u3059\u308b\u30e2\u30c7\u30eb\u306e\u6307\u5b9a\nMODEL_ID = os.getenv(\"MODEL_ID\", \"elyza\/ELYZA-Diffusion-Instruct-1.0-Dream-7B\")\n\nDEVICE = \"cpu\"\n\n#4bit\u3067\u91cf\u5b50\u5316\nbnb_config = BitsAndBytesConfig(\n    load_in_4bit=True,\n    bnb_4bit_compute_dtype=torch.float16,\n    bnb_4bit_quant_type=\"nf4\",\n    bnb_4bit_use_double_quant=True,\n)\n\nprint(f\"Starting CPU quant Space: DEVICE={DEVICE}, MODEL_ID={MODEL_ID}\")\n\nmodel = AutoModel.from_pretrained(\n    MODEL_ID,\n    quantization_config=bnb_config,\n    device_map={\"\": DEVICE},\n    trust_remote_code=True,\n).eval()\n\ntokenizer = AutoTokenizer.from_pretrained(MODEL_ID, trust_remote_code=True)\n\n@torch.no_grad()\ndef generate(prompt, steps, max_new_tokens, temperature, top_p, alg_temp):\n    prompt = (prompt or \"\").strip()\n    if not prompt:\n        return \"\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\"\n\n    steps = int(max(4, min(int(steps), 64)))\n    max_new_tokens = int(max(16, min(int(max_new_tokens), 128)))\n\n    messages = &#91;{\"role\": \"user\", \"content\": prompt}]\n    inputs = tokenizer.apply_chat_template(\n        messages,\n        return_tensors=\"pt\",\n        return_dict=True,\n        add_generation_prompt=True,\n    )\n    input_ids = inputs.input_ids.to(DEVICE)\n    attention_mask = inputs.attention_mask.to(DEVICE)\n\n    out = model.diffusion_generate(\n        input_ids,\n        attention_mask=attention_mask,\n        steps=steps,\n        max_new_tokens=max_new_tokens,\n        temperature=float(temperature),\n        top_p=float(top_p),\n        alg=\"entropy\",\n        alg_temp=float(alg_temp),\n    )\n\n    return tokenizer.decode(out.sequences&#91;0]&#91;input_ids.size(1):], skip_special_tokens=True)\n\nwith gr.Blocks() as demo:\n    gr.Markdown(\"## ELYZA Diffusion LLM (CPU 4bit quant)\")\n\n    prompt = gr.Textbox(label=\"Prompt\", lines=6, value=\"\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u6559\u3048\u3066\")\n    with gr.Row():\n        steps = gr.Slider(4, 64, value=16, step=1, label=\"steps\")\n        max_new_tokens = gr.Slider(16, 128, value=96, step=1, label=\"max_new_tokens\")\n    with gr.Row():\n        temperature = gr.Slider(0.1, 1.5, value=0.8, step=0.05, label=\"temperature\")\n        top_p = gr.Slider(0.1, 1.0, value=0.95, step=0.01, label=\"top_p\")\n        alg_temp = gr.Slider(0.1, 1.5, value=0.8, step=0.05, label=\"alg_temp\")\n\n    run = gr.Button(\"Generate\")\n    out = gr.Textbox(label=\"Output\", lines=14)\n    run.click(generate, &#91;prompt, steps, max_new_tokens, temperature, top_p, alg_temp], out)\n\ndemo.queue(max_size=8)\n\nif __name__ == \"__main__\":\n    demo.launch()<\/code><\/pre>\n<\/dd>\n<\/dl>\n\n\n\n<p>\u5fc5\u8981\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u7528\u610f\u3057\u305f\u3089\u3001<span class=\"swl-marker mark_yellow\"><strong>\u4ee5\u4e0b\u306e\u624b\u9806\u3067Hugging Face Spaces\u306b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30c7\u30d7\u30ed\u30a4<\/strong><\/span>\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-step\" data-num-style=\"circle\">\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Hugging Face\u306b\u30ed\u30b0\u30a4\u30f3<\/div><div class=\"swell-block-step__body\">\n<p><a href=\"https:\/\/huggingface.co\/login\" target=\"_blank\" rel=\"noreferrer noopener\">Hugging Face<\/a>\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group is-style-big_icon_good\"><div class=\"wp-block-group__inner-container\">\n<p>\u521d\u3081\u3066\u30a2\u30af\u30bb\u30b9\u3059\u308b\u5834\u5408\u306f Sign Up\u304b\u3089\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Spaces \u306e\u4f5c\u6210<\/div><div class=\"swell-block-step__body\">\n<p>\u753b\u9762\u53f3\u4e0a\u306e\u300cSpaces\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u300c+New Space\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1437\" height=\"578\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-224.png\" alt=\"\" class=\"wp-image-76387\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-224.png 1437w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-224-300x121.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-224-1024x412.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-224-768x309.png 768w\" sizes=\"(max-width: 1437px) 100vw, 1437px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Spaces \u306e\u8a2d\u5b9a\uff081\/2\uff09<\/div><div class=\"swell-block-step__body\">\n<p>\u4ee5\u4e0b\u306b\u4efb\u610f\u306e\u5024\u3092\u5165\u529b\u3057\u307e\u3059\u3002\u300cSelect the Space SDK\u300d\u306f\u300cGradio\u300d\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Space name<\/li>\n\n\n\n<li>Short description<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1072\" height=\"1068\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-225.png\" alt=\"\" class=\"wp-image-76388\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-225.png 1072w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-225-300x300.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-225-1024x1020.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-225-150x150.png 150w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-225-768x765.png 768w\" sizes=\"(max-width: 1072px) 100vw, 1072px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">Spaces \u306e\u8a2d\u5b9a\uff082\/2\uff09<\/div><div class=\"swell-block-step__body\">\n<p>\u30c7\u30d7\u30ed\u30a4\u65b9\u6cd5\u304c\u4ee5\u4e0b\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3001\u300cCreate Space\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Space hardware\uff1a<strong>CPU Basic<\/strong> \u307e\u305f\u306f <strong>ZeroGPU<\/strong><\/li>\n\n\n\n<li>Space Dev Mode\uff1a<strong>Public<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1019\" height=\"791\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-226.png\" alt=\"\" class=\"wp-image-76389\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-226.png 1019w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-226-300x233.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-226-768x596.png 768w\" sizes=\"(max-width: 1019px) 100vw, 1019px\" \/><\/figure>\n\n\n\n<p><span class=\"swl-marker mark_yellow\"><strong>\u6709\u6599\u30d7\u30e9\u30f3\u3092\u8cfc\u5165\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306fGPU<\/strong><\/span>\u306e\u5229\u7528\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30d5\u30a1\u30a4\u30eb\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u753b\u9762\u306b\u79fb\u52d5\uff081\/2\uff09<\/div><div class=\"swell-block-step__body\">\n<p>Space\u304c\u4f5c\u6210\u3055\u308c\u308b\u3068\u4ee5\u4e0b\u306e\u753b\u9762\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u753b\u9762\u53f3\u4e0a\u306e\u300cFiles\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u753b\u9762\u306b\u79fb\u52d5\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1433\" height=\"530\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-227.png\" alt=\"\" class=\"wp-image-76390\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-227.png 1433w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-227-300x111.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-227-1024x379.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-227-768x284.png 768w\" sizes=\"(max-width: 1433px) 100vw, 1433px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30d5\u30a1\u30a4\u30eb\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u753b\u9762\u306b\u79fb\u52d5\uff082\/2\uff09<\/div><div class=\"swell-block-step__body\">\n<p>Files\u753b\u9762\u3067\u306f\u3001\u521d\u671f\u304b\u3089\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u914d\u7f6e\u3055\u308c\u3066\u3044\u308b\u30d5\u30a1\u30a4\u30eb\u304c2\u3064\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u53f3\u4e0a\u306e\u300c+Contribute\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u300cUpload files\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1432\" height=\"228\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-228.png\" alt=\"\" class=\"wp-image-76391\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-228.png 1432w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-228-300x48.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-228-1024x163.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-228-768x122.png 768w\" sizes=\"(max-width: 1432px) 100vw, 1432px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30d5\u30a1\u30a4\u30eb\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/div><div class=\"swell-block-step__body\">\n<p>\u30c9\u30e9\u30c3\u30b0\u30a2\u30f3\u30c9\u30c9\u30ed\u30c3\u30d7\u3067\u3001\u4e8b\u524d\u306b\u4f5c\u6210\u3057\u305f3\u30d5\u30a1\u30a4\u30eb\uff08app.py, README.md, requirements.txt\uff09\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1412\" height=\"540\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-229.png\" alt=\"\" class=\"wp-image-76393\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-229.png 1412w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-229-300x115.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-229-1024x392.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-229-768x294.png 768w\" sizes=\"(max-width: 1412px) 100vw, 1412px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30c7\u30d7\u30ed\u30a4\u3092\u5f85\u6a5f<\/div><div class=\"swell-block-step__body\">\n<p>\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001Spaces\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u304c\u4ee5\u4e0b\u306e\u901a\u308a\u300cBuilding\u300d\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1427\" height=\"158\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-230.png\" alt=\"\" class=\"wp-image-76394\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-230.png 1427w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-230-300x33.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-230-1024x113.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-230-768x85.png 768w\" sizes=\"(max-width: 1427px) 100vw, 1427px\" \/><\/figure>\n\n\n\n<p>\u30c7\u30d7\u30ed\u30a4\u304c\u5b8c\u4e86\u3059\u308b\u3068\u300cRunning\u300d\u306b\u306a\u308b\u305f\u3081\u3001\u30b9\u30c6\u30fc\u30bf\u30b9\u304c\u5909\u66f4\u3055\u308c\u308b\u307e\u3067\u5f85\u6a5f\u3057\u307e\u3059\u300210~20\u5206\u307b\u3069\u3067\u5b8c\u4e86\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1414\" height=\"166\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-231.png\" alt=\"\" class=\"wp-image-76395\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-231.png 1414w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-231-300x35.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-231-1024x120.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-231-768x90.png 768w\" sizes=\"(max-width: 1414px) 100vw, 1414px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-step__item\"><div class=\"swell-block-step__number u-bg-main\"><span class=\"__label\">STEP<\/span><\/div><div class=\"swell-block-step__title u-fz-l\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u78ba\u8a8d<\/div><div class=\"swell-block-step__body\">\n<p>\u30b9\u30c6\u30fc\u30bf\u30b9\u304c\u300cRunning\u300d\u306b\u306a\u3063\u305f\u3089\u3001\u753b\u9762\u53f3\u4e0a\u306e\u300cApp\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002<span class=\"swl-marker mark_yellow\"><strong>\u30c1\u30e3\u30c3\u30c8\u5f62\u5f0f\u306eWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u8868\u793a<\/strong><\/span>\u3055\u308c\u3066\u3044\u308c\u3070\u30c7\u30d7\u30ed\u30a4\u6210\u529f\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1427\" height=\"582\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-232.png\" alt=\"\" class=\"wp-image-76396\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-232.png 1427w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-232-300x122.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-232-1024x418.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-232-768x313.png 768w\" sizes=\"(max-width: 1427px) 100vw, 1427px\" \/><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<p>\u4ee5\u4e0a\u306e\u624b\u9806\u3067\u3001ELYZA-LLM-Diffusion\u306b\u3088\u308b\u6587\u7ae0\u751f\u6210\u304c\u53ef\u80fd\u306aWeb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3057\u305f\u3002\u30bd\u30fc\u30b9\u30b3\u30fc\u30c9\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u3067UI\u3092\u5909\u66f4\u3057\u305f\u308a\u3001\u65e2\u5b58\u306e\u30b5\u30fc\u30d3\u30b9\u3084\u30b7\u30b9\u30c6\u30e0\u306bELYZA-LLM-Diffusion\u306b\u3088\u308b\u6587\u7ae0\u751f\u6210\u306e\u6a5f\u80fd\u3092\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4eca\u56de\u306f<span class=\"swl-marker mark_yellow\"><strong>\u7121\u6599\u67a0\u3067\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u305f\u3081\u306bCPU\u3092\u5229\u7528\u3057\u3066\u3044\u307e\u3059\u304c\u3001ELYZA-LLM-Diffusion\u306fGPU\u3067\u306e\u8d77\u52d5\u304c\u60f3\u5b9a<\/strong><\/span>\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u81ea\u793e\u306e\u30ea\u30bd\u30fc\u30b9\u3084\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u7b49\u3001GPU\u304c\u5229\u7528\u53ef\u80fd\u306a\u5834\u5408\u306fGPU\u306e\u5229\u7528\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-wp-embed is-provider-miralabai wp-block-embed-miralabai\"><div class=\"wp-block-embed__wrapper\">\nhttps:\/\/miralab.co.jp\/media\/hugging-face\/\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">ELYZA-LLM-Diffusion\u306e\u6599\u91d1\uff5c\u30b3\u30b9\u30c8\u306f\u3069\u3053\u3067\u767a\u751f\u3059\u308b\uff1f<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-203.png\" alt=\"\" class=\"wp-image-76073\" srcset=\"https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-203.png 1536w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-203-300x200.png 300w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-203-1024x683.png 1024w, https:\/\/miralab.co.jp\/media\/wp-content\/uploads\/2026\/01\/image-203-768x512.png 768w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/><\/figure>\n\n\n\n<p>ELYZA-LLM-Diffusion\u306e\u3088\u3046\u306a\u516c\u958b\u30e2\u30c7\u30eb\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u3001\u30e2\u30c7\u30eb\u306e\u5229\u7528\u6599\u91d1\u3068\u30e2\u30c7\u30eb\u306e\u5b9f\u884c\u74b0\u5883\u306e\u5229\u7528\u6599\u91d1\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u5b9f\u884c\u74b0\u5883\u306b\u3064\u3044\u3066\u306f\u5404\u7a2e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u7b49\u3001\u8907\u6570\u306e\u9078\u629e\u80a2\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>ELYZA-LLM-Diffusion\u306f\u73fe\u5728\u3001\u4e3b\u306b\u7814\u7a76\u7528\u9014\u304a\u3088\u3073\u691c\u8a3c\u7528\u9014\u3092\u60f3\u5b9a\u3057\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30e9\u30a4\u30bb\u30f3\u30b9\u3067\u3042\u308b<span class=\"swl-marker mark_yellow\"><strong>Apache License 2.0\u306e\u3082\u3068\u516c\u958b<\/strong><\/span>\u3055\u308c\u3066\u3044\u307e\u3059\u3002<span class=\"swl-marker mark_yellow\"><strong>\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u5229\u7528\u6599\u91d1\u306f\u767a\u751f\u305b\u305a\u3001\u5546\u7528\u5229\u7528\u3082\u53ef\u80fd\u3067\u3059\u3002<\/strong><\/span><\/p>\n\n\n\n<p>\u305f\u3060\u3057\u3001\u30e2\u30c7\u30eb\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b\u306f\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u74b0\u5883\u304c\u5fc5\u8981\u3068\u306a\u308a\u3001\u3053\u306e\u5b9f\u884c\u74b0\u5883\u306e\u4f7f\u7528\u306b\u306f\u6599\u91d1\u304c\u5fc5\u8981\u306a\u30b1\u30fc\u30b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"swell-block-capbox cap_box is-style-small_ttl\"><div class=\"cap_box_ttl\"><span>ELYZA-LLM-Diffusion\u5229\u7528\u6642\u306e\u6599\u91d1\u69cb\u6210<\/span><\/div><div class=\"cap_box_content\">\n<ul class=\"wp-block-list\">\n<li>\u30e2\u30c7\u30eb\u306e\u5229\u7528 \u2026 \u30aa\u30fc\u30d7\u30f3\u30e9\u30a4\u30bb\u30f3\u30b9\u306e\u305f\u3081\u6599\u91d1\u306f\u4e0d\u8981<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u5b9f\u884c\u74b0\u5883 \u2026 \u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u306b\u6599\u91d1\u304c\u767a\u751f\u3059\u308b\u30b1\u30fc\u30b9\u304c\u3042\u308b<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>\u672c\u8a18\u4e8b\u306e\u300c\u516c\u958b\u30e2\u30c7\u30eb\u3092Hugging Face Spaces\u3067\u52d5\u304b\u3059\u300d\u3067\u306fCPU\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u52d5\u304b\u3057\u3066\u3044\u307e\u3059\u304c\u3001<span class=\"swl-marker mark_yellow\"><strong>ELYZA-LLM-Diffusion\u306fGPU\u3067\u306e\u5b9f\u884c\u304c\u60f3\u5b9a<\/strong><\/span>\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>GPU\u304c\u5229\u7528\u3067\u304d\u308b\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u3001Hugging Face Spaces\u306e\u6709\u6599\u30d7\u30e9\u30f3\u3001AWS\u3001Azure\u306b\u3064\u3044\u3066\u8abf\u67fb\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n<div class=\"c-scrollHint sp_\"><span>\u30b9\u30af\u30ed\u30fc\u30eb\u3067\u304d\u307e\u3059 <i class=\"icon-more_arrow\"><\/i><\/span><\/div>\n<figure data-table-scrollable=\"sp\" data-cell1-fixed=\"sp\" class=\"wp-block-table\"><table style=\"--table-width:600px;\"><thead><tr><th>\u30b5\u30fc\u30d3\u30b9<\/th><th>GPU\u63d0\u4f9b\u6a5f\u80fd\uff08\u4ee3\u8868\u4f8b\uff09<\/th><th>\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30b9\u30da\u30c3\u30af<\/th><th>\u6599\u91d1<\/th><th>\u5099\u8003<\/th><\/tr><\/thead><tbody><tr><th><strong>Hugging Face Spaces<\/strong><\/th><td>Nvidia T4 &#8211; small<\/td><td><span data-icon=\"dot\" class=\"swl-inline-list\">4vCPU<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u30e1\u30e2\u30ea15GB<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u30c7\u30a3\u30b9\u30af50GB<\/span><\/td><td>$0.40\/\u6642\u9593<br><span class=\"swl-fz u-fz-s\">\uff0862\u5186\/\u6642\u9593\uff09<\/span><\/td><td><span data-icon=\"dot\" class=\"swl-inline-list\"><span class=\"swl-fz u-fz-s\">GPU\u74b0\u5883\u3067Python\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd<\/span><\/span><\/td><\/tr><tr><th><strong><strong>Amazon EC2<\/strong><\/strong><br><strong><span class=\"swl-fz u-fz-xs\">\uff08\u4eee\u60f3\u30de\u30b7\u30f3\u30b5\u30fc\u30d3\u30b9\uff09<\/span><\/strong><\/th><td>g4dn.xlarge<\/td><td><span data-icon=\"dot\" class=\"swl-inline-list\">4vCPU<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u30e1\u30e2\u30ea16GB<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u30c7\u30a3\u30b9\u30af125GB<\/span><\/td><td>$0.71\/\u6642\u9593<br><span class=\"swl-fz u-fz-s\">(110\u5186\/\u6642\u9593)<\/span><\/td><td><span class=\"swl-fz u-fz-s\"><span data-icon=\"dot\" class=\"swl-inline-list\">g4dn.xlarge\u306f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u30c7\u30d7\u30ed\u30a4\u7528\u306eNVIDIA GPU\u3092\u642d\u8f09\u3057\u305f\u4eee\u60f3\u30de\u30b7\u30f3<\/span><br><\/span><span data-icon=\"dot\" class=\"swl-inline-list\"><span class=\"swl-fz u-fz-s\">\u4fa1\u683c\u306f\u30ea\u30fc\u30b8\u30e7\u30f3\u30fbOS\u30fb\u8cfc\u5165\u65b9\u6cd5\uff08\u30b9\u30dd\u30c3\u30c8\/\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\/\u4e8b\u524d\u8cfc\u5165\uff09\u306b\u3088\u308a\u5909\u52d5<\/span><\/span><\/td><\/tr><tr><th><strong>Azure<\/strong> VM<br><strong><span class=\"swl-fz u-fz-xs\">\uff08\u4eee\u60f3\u30de\u30b7\u30f3\u30b5\u30fc\u30d3\u30b9\uff09<\/span><\/strong><\/th><td>NV6adsv5<\/td><td><span data-icon=\"dot\" class=\"swl-inline-list\">6vCPU<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u30e1\u30e2\u30ea55GB<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u30c7\u30a3\u30b9\u30af180GB<\/span><\/td><td>$0.6580\/\u6642\u9593<br><span class=\"swl-fz u-fz-s\">(102\u5186\/\u6642\u9593)<\/span><\/td><td><span class=\"swl-fz u-fz-s\"><span data-icon=\"dot\" class=\"swl-inline-list\">NVIDIA A10 GPU\u3092\u642d\u8f09\u3057\u305f\u4eee\u60f3\u30de\u30b7\u30f3<\/span><br><span data-icon=\"dot\" class=\"swl-inline-list\">\u4fa1\u683c\u306f\u30ea\u30fc\u30b8\u30e7\u30f3\/OS\/\u8cfc\u5165\u65b9\uff08\u30b9\u30dd\u30c3\u30c8\/\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\/\u4e8b\u524d\u8cfc\u5165\uff09\u7b49\u3067\u5909\u52d5<\/span><\/span><\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\"><span class=\"swl-fz u-fz-s\">1\u30c9\u30eb=155\u5186\u3067\u8a08\u7b97<\/span><\/figcaption><\/figure>\n\n\n\n<p class=\"has-text-align-left\">\u5b9f\u884c\u74b0\u5883\u3092\u9078\u629e\u3059\u308b\u969b\u306b\u306f\u5fc5\u8981\u306aGPU\u3084\u30e1\u30e2\u30ea\u30b5\u30a4\u30ba\u3092\u8e0f\u307e\u3048\u3066\u5224\u65ad\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u304c\u3001GPU\u5229\u7528\u306f\u9ad8\u984d\u306b\u306a\u308a\u304c\u3061\u3067\u3059\u3002\u307e\u305a\u306f\u4f4e\u30b3\u30b9\u30c8\u306a\u69cb\u6210\u3067\u691c\u8a3c\u3057\u3001\u8981\u4ef6\u306b\u5fdc\u3058\u3066\u6bb5\u968e\u7684\u306bGPU\u6027\u80fd\u3092\u5f15\u304d\u4e0a\u3052\u308b\u9032\u3081\u65b9\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<p>ELYZA-LLM-Diffusion\u306f\u300c\u4e0d\u5b8c\u5168\u306a\u72b6\u614b\u306e\u6587\u7ae0\u3092\u6bb5\u968e\u7684\u306b\u4fee\u6b63\u3057\u3066\u5b8c\u6210\u3055\u305b\u308b\u300d\u3053\u3068\u3067\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u3059\u3002\u751f\u6210\u9014\u4e2d\u3067\u3082\u6587\u7ae0\u5168\u4f53\u3092\u628a\u63e1\u3057\u3084\u3059\u3044\u305f\u3081\u3001\u8981\u7d04\u30fb\u8a00\u3044\u63db\u3048\u30fb\u30c8\u30fc\u30f3\u7d71\u4e00\u30fb\u5b9a\u578b\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3078\u306e\u6574\u5f62\u3044\u3063\u305f\u30bf\u30b9\u30af\u3067\u3092\u5f97\u610f\u3068\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u4e3b\u8981\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u3042\u308b\u300csteps\u300d\u306b\u3088\u308a\u3001\u751f\u6210\u3059\u308b\u6587\u7ae0\u306e\u54c1\u8cea\u30fb\u751f\u6210\u5236\u5fa1\u6027\u3068\u901f\u5ea6\u30fb\u8a08\u7b97\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u5236\u5fa1\u3067\u304d\u308b\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u5b9f\u8df5\u7684\u306a\u30ce\u30a6\u30cf\u30a6\u3068\u3057\u3066\u3001ELYZA-LLM-Diffusion\u3092\u4f7f\u3063\u305f\u6587\u7ae0\u751f\u6210\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092Web\u4e0a\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u624b\u9806\u3084\u6599\u91d1\u306e\u8003\u3048\u65b9\u3082\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002\u307e\u305a\u306f\u7c21\u5358\u306bELYZA-LLM-Diffusion\u3092\u691c\u8a3c\u3067\u304d\u308b<span class=\"swl-marker mark_yellow\"><strong>\u516c\u5f0f\u30c7\u30e2\u3092\u5229\u7528\u3057\u3066\u3001\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u308b\u6587\u7ae0\u751f\u6210\u3092\u4f53\u9a13\u3057\u3066\u307f\u3066\u306f\u3044\u304b\u304c\u3067\u3057\u3087\u3046\u304b\u3002<\/strong><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>ELYZA-LLM-Diffusion\u3068\u306f\u3001\u65e5\u672c\u8a9e\u51e6\u7406\u306b\u7279\u5316\u3057\u305f\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08Diffusion LLM\uff09\u3067\u3059\u3002\u81ea\u5df1\u56de\u5e30\uff08AR\uff09\u30e2\u30c7\u30eb\u3068\u306f\u6587\u7ae0\u306e\u751f\u6210\u65b9\u6cd5\u304c\u7570\u306a\u308a\u3001\u4e00\u90e8\u4fee\u6b63\u3084\u63a8\u6572\u306b\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u57fa\u672c\u304b\u3089\u4e3b\u8981\u30d1\u30e9\u30e1\u30fc\u30bf\u300csteps\u300d\u306e\u89e3\u8aac\u3001\u5f97\u610f\u30fb\u4e0d\u5f97\u610f\u306a\u30bf\u30b9\u30af\u7b49\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u30c7\u30e2\u3084\u30c7\u30d7\u30ed\u30a4\u306a\u3069\u3001ELYZA-LLM-Diffusion\u306e\u4f7f\u3044\u65b9\u3001\u6599\u91d1\u306e\u8003\u3048\u65b9\u306b\u3064\u3044\u3066\u3082\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":102,"featured_media":87293,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","_spnote":"ELYZA-LLM-Diffusion \u3068\u306f\r\nELYZA-LLM-Diffusion \u4f7f\u3044\u65b9\r\nELYZA-LLM-Diffusion \u6599\u91d1","_custom_second_post_notes":"## \u30da\u30eb\u30bd\u30ca\u30fb\u691c\u7d22\u610f\u56f3\r\n\u30fb\u751f\u6210AI\u306e\u5c0e\u5165\u691c\u8a0e\u3092\u9032\u3081\u308b\u4e8b\u696d\u5074\uff08PdM\u30fb\u4f01\u753b\u30fb\u60c5\u30b7\u30b9\uff09\u304c\u3001ELYZA-LLM-Diffusion\u306e\u6982\u8981\u3001\u65e5\u672c\u8a9e\u6027\u80fd\u306e\u4f4d\u7f6e\u3065\u3051\u3001\u5229\u7528\u5f62\u614b\u3068\u30b3\u30b9\u30c8\u89b3\u70b9\u3092\u77ed\u6642\u9593\u3067\u628a\u63e1\u3057\u3066\u610f\u601d\u6c7a\u5b9a\u3057\u305f\u3044\u3002  \r\n\u30fb\u5b9f\u88c5\u5074\uff08ML\/\u30a2\u30d7\u30ea\u30a8\u30f3\u30b8\u30cb\u30a2\uff09\u304c\u3001\u62e1\u6563\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u3057\u3066\u306e\u7279\u5fb4\uff08steps\u7b49\u306e\u8003\u3048\u65b9\uff09\u3092\u7406\u89e3\u3057\u3064\u3064\u3001\u30c7\u30e2\u2192\u30ed\u30fc\u30ab\u30eb\/\u30b5\u30fc\u30d0\u30fc\u5b9f\u884c\u307e\u3067\u306e\u5177\u4f53\u624b\u9806\u3068\u904b\u7528\u4e0a\u306e\u6ce8\u610f\u70b9\u3092\u77e5\u308a\u305f\u3044\u3002\r\n\r\n## \u53c2\u8003\u8a18\u4e8b\u69cb\u6210\u4f8b\uff08H2\u301cH3\u30fb\u2605\uff1d\u7af6\u5408\u5206\u6790\u3067\u91cd\u8981\u3068\u5224\u65ad\u3055\u308c\u305f\u898b\u51fa\u3057\uff09\r\n\u203b\u3042\u304f\u307e\u3067\u3082\u53c2\u8003\u306e\u305f\u3081\u30de\u30cb\u30e5\u30a2\u30eb\u3092\u53c2\u7167\u306e\u4e0a\u3001\u9069\u5207\u306a\u898b\u51fa\u3057\u69cb\u6210\u3092\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002\r\n\r\n## ELYZA-LLM-Diffusion \u3068\u306f \u2605\r\n### \u62e1\u6563\u578b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08dLLM\uff09\u3068\u306f\u4f55\u304b \u2605\r\n### \u81ea\u5df1\u56de\u5e30\u30e2\u30c7\u30eb\uff08AR\uff09\u3068\u306e\u9055\u3044\uff08\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u30fb\u5f37\u307f\u30fb\u5236\u7d04\uff09\u2605\r\n### \u516c\u958b\u30e2\u30c7\u30eb\u306e\u6982\u8981\uff08Base \/ Instruct\uff09\u3068\u30e9\u30a4\u30bb\u30f3\u30b9\u30fb\u5546\u7528\u5229\u7528\u306e\u524d\u63d0 \u2605\r\n### \u65e5\u672c\u8a9e\u6027\u80fd\u306e\u4f4d\u7f6e\u3065\u3051\uff08\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u306e\u8aad\u307f\u65b9\u3068\u8a55\u4fa1\u8ef8\uff09\u2605\r\n### \u751f\u6210\u901f\u5ea6\u3068\u54c1\u8cea\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\uff08steps\u3067\u4f55\u304c\u5909\u308f\u308b\u304b\uff09\u2605\r\n\r\n## ELYZA-LLM-Diffusion \u4f7f\u3044\u65b9 \u2605\r\n### \u307e\u305a\u306f\u30c7\u30e2\u3067\u8a66\u3059\uff08\u78ba\u8a8d\u30dd\u30a4\u30f3\u30c8\u3068\u671f\u5f85\u5024\u306e\u5408\u308f\u305b\u65b9\uff09\u2605\r\n### \u30ed\u30fc\u30ab\u30eb\/\u30b5\u30fc\u30d0\u30fc\u3067\u52d5\u304b\u3059\uff08\u5b9f\u884c\u306e\u5168\u4f53\u50cf\uff1a\u74b0\u5883\u30fb\u63a8\u8ad6\u30fb\u5165\u51fa\u529b\uff09\u2605\r\n### \u63a8\u8ad6\u30d1\u30e9\u30e1\u30fc\u30bf\uff08steps\/temperature\/top_p\u7b49\uff09\u306e\u57fa\u672c\u3068\u8abf\u6574\u306e\u8003\u3048\u65b9 \u2605\r\n### \u7528\u9014\u5225\u306e\u4f7f\u3044\u3069\u3053\u308d\uff08\u5bfe\u8a71\u30fb\u8981\u7d04\u30fb\u6821\u6b63\u30fbJSON\u751f\u6210\u30fb\u90e8\u5206\u7de8\u96c6\u306e\u30a4\u30e1\u30fc\u30b8\uff09\r\n### \u904b\u7528\u6642\u306e\u6ce8\u610f\u70b9\uff08\u54c1\u8cea\u8a55\u4fa1\u30fb\u30ed\u30b0\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u66f4\u65b0\u65b9\u91dd\uff09\r\n\r\n## ELYZA-LLM-Diffusion \u6599\u91d1 \u2605\r\n### \u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u6599\u91d1\u306f\u3069\u3046\u8003\u3048\u308b\u304b\uff08\u30e9\u30a4\u30bb\u30f3\u30b9\/\u5546\u7528\u5229\u7528\u3068\u8cbb\u7528\u306e\u95a2\u4fc2\uff09\u2605\r\n### \u5229\u7528\u5f62\u614b\u5225\u306e\u30b3\u30b9\u30c8\u69cb\u9020\uff08\u30c7\u30e2\u30fb\u81ea\u524dGPU\u30fb\u30af\u30e9\u30a6\u30c9\uff09\u3092\u6bd4\u8f03\u8868\u3067\u6574\u7406 \u2605\r\n### \u30b3\u30b9\u30c8\u6700\u9069\u5316\u306e\u8981\u70b9\uff08steps\u524a\u6e1b\u3068\u54c1\u8cea\u306e\u898b\u6975\u3081\uff09\u2605\r\n### \u691c\u8a0e\u6642\u306b\u898b\u843d\u3068\u3057\u304c\u3061\u306a\u8cbb\u7528\uff08\u904b\u7528\u30fb\u76e3\u8996\u30fb\u4eba\u4ef6\u8cbb\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\uff09\r\n\r\n## \u57f7\u7b46\u30dd\u30a4\u30f3\u30c8\r\n\r\n- \u8a18\u4e8b\u306e\u30b4\u30fc\u30eb  \r\n  \u8aad\u8005\u304c\u300cELYZA-LLM-Diffusion\u3092\u4f7f\u3046\u3079\u304d\u5834\u9762\u30fb\u8a66\u3057\u65b9\u30fb\u8cbb\u7528\u306e\u8003\u3048\u65b9\u300d\u3092\u7406\u89e3\u3057\u3001\u30c7\u30e2\u691c\u8a3c\u307e\u305f\u306f\u5c0e\u5165\u691c\u8a0e\u306e\u6b21\u30a2\u30af\u30b7\u30e7\u30f3\u306b\u9032\u3081\u308b\u72b6\u614b\u306b\u3059\u308b\u3002\r\n\r\n- \u91cd\u8981\u306a\u30e1\u30c3\u30bb\u30fc\u30b8  \r\n  \u7af6\u5408\u306e\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306f\u6982\u8981\u628a\u63e1\u306b\u5f37\u3044\u4e00\u65b9\u3001\u6280\u8853\u30d6\u30ed\u30b0\u3084\u30e2\u30c7\u30eb\u30ab\u30fc\u30c9\u306f\u6df1\u3044\u304c\u96e3\u3057\u3044\u305f\u3081\u3001\u672c\u8a18\u4e8b\u3067\u306f\u300c\u6982\u5ff5\u2192\u5b9f\u52d9\u3067\u306e\u89e6\u308a\u65b9\u2192\u30b3\u30b9\u30c8\u5224\u65ad\u300d\u3092\u4e00\u7d9a\u304d\u3067\u3064\u306a\u3052\u3066\u7406\u89e3\u3067\u304d\u308b\u69cb\u6210\u306b\u3059\u308b\u3002\r\n  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