{"id":10232,"date":"2026-07-15T23:18:41","date_gmt":"2026-07-15T15:18:41","guid":{"rendered":"https:\/\/infernews.com\/blog\/muscriptor-is-a-multi-instrument-music-transcription-model-developed-by-kyutai-a\/"},"modified":"2026-07-15T23:18:41","modified_gmt":"2026-07-15T15:18:41","slug":"muscriptor-is-a-multi-instrument-music-transcription-model-developed-by-kyutai-a","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/muscriptor-is-a-multi-instrument-music-transcription-model-developed-by-kyutai-a\/","title":{"rendered":"MuScriptor \u628a\u591a\u6a02\u5668\u8f49\u8b5c\u62c9\u8fd1\u53ef\u7528\u6c34\u4f4d"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/logo_muscriptor_final.jpg\" alt=\"MuScriptor logo\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u807d\u4f4f\u4e00\u6bb5\u5b8c\u6574\u6b4c\u66f2\uff0c\u76f4\u63a5\u6574\u7406\u51fa\u53ef\u7de8\u8f2f\u7684 MIDI\uff0c\u672c\u4f86\u6700\u6613\u5361\u4f4f\u5605\u4f4d\u4fc2\u591a\u6a02\u5668\u540c\u6642\u51fa\u73fe\u4e4b\u5f8c\uff0c\u97f3\u8272\u3001\u5931\u771f\u540c\u91cd\u758a\u983b\u6bb5\u6703\u4ee4\u8f49\u8b5c\u7d50\u679c\u8fc5\u901f\u8d70\u6a23\u3002MuScriptor \u91dd\u5c0d\u5605\u6b63\u6b63\u4fc2\u5462\u7a2e\u60c5\u6cc1\uff1a\u5b83\u5c6c\u65bc\u958b\u6e90\u97f3\u6a02\u8f49\u8b5c\u6a21\u578b\uff0c\u76ee\u6a19\u4fc2\u5c07\u771f\u5be6\u4e16\u754c\u5605\u591a\u6a02\u5668\u9304\u97f3\u8f49\u6210\u7b26\u865f\u5316\u6a02\u8b5c\uff0c\u800c\u5514\u4fc2\u53ea\u55ba\u55ae\u4e00\u6a02\u5668\u6216\u5408\u6210\u8cc7\u6599\u4e0a\u505a\u5f97\u597d\u7747\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u820a\u4e00\u4ee3 Automatic Music Transcription \u5f80\u5f80\u4f9d\u8cf4\u5927\u91cf synthetic training data\uff0c\u4ee3\u8868\u6027\u505a\u6cd5\u5982 MT3\uff0c\u55ba\u5408\u6210\u6e2c\u8a66\u96c6\u6210\u7e3e\u53ef\u4ee5\u5514\u932f\uff0c\u4f46\u4e00\u843d\u5230\u771f\u5be6\u6df7\u97f3\u97f3\u6a02\u5c31\u5bb9\u6613\u5931\u6e96\u3002MuScriptor \u5617\u8a66\u4fee\u6b63\u5462\u500b\u7bc4\u5f0f\uff0c\u5148\u5206\u6790 synthetic data pre-training \u5605\u4f5c\u7528\uff0c\u518d\u7d50\u5408\u771f\u5be6\u97f3\u8a0a fine-tuning\uff0c\u540c\u6642\u52a0\u5165 reinforcement learning \u505a post-training\uff0c\u91cd\u9ede\u5514\u4fc2\u8ffd\u6c42\u5be6\u9a57\u5ba4\u5f0f\u4e7e\u6de8\u8a0a\u865f\uff0c\u800c\u4fc2\u63d0\u5347\u8de8\u66f2\u98a8\u3001\u591a\u6a02\u5668\u9304\u97f3\u5605\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0d\u4e00\u822c\u5275\u4f5c\u8005\u3001\u7de8\u66f2\u4eba\u3001\u97f3\u6a02\u7814\u7a76\u8005\u540c\u9700\u8981\u628a\u6b4c\u66f2\u5feb\u901f\u8f49\u6210 MIDI \u5de5\u4f5c\u6d41\u5605\u5718\u968a\u4f86\u8b1b\uff0c\u5462\u500b\u9805\u76ee\u5438\u5f15\u529b\u5e7e\u76f4\u63a5\u3002\u5b83\u63d0\u4f9b web UI \u540c CLI \u5169\u7a2e\u65b9\u5f0f\uff0c\u672c\u5730\u53ef\u5148\u7528 <code>uvx muscriptor serve<\/code> \u80cc\u5f8c\u5605\u4ecb\u9762\u7406\u89e3\u6548\u679c\uff0c\u4ea6\u53ef\u4ee5\u7528\u547d\u4ee4\u5217\u6279\u6b21\u8655\u7406\uff1b\u9996\u6b21\u57f7\u884c\u524d\u8981\u6709 HuggingFace \u5e33\u6236\u4e26\u63a5\u53d7\u6a21\u578b\u6388\u6b0a\uff0c\u6b0a\u91cd\u6703\u4e0b\u8f09\u5f8c\u5feb\u53d6\uff0c\u672c\u5730\u7db2\u9801\u670d\u52d9\u9810\u8a2d\u53ea\u958b\u55ba <code>127.0.0.1<\/code>\uff0c\u6539\u6210 <code>--host 0.0.0.0<\/code> \u5c31\u53ef\u4ee5\u55ba\u5340\u57df\u7db2\u8def\u5b58\u53d6\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5df2\u516c\u958b <code>small<\/code>\u3001<code>medium<\/code>\u3001<code>large<\/code> \u4e09\u500b\u6a21\u578b\uff0c\u5206\u5225\u70ba 103M\u3001307M\u30011.4B \u53c3\u6578<\/li>\n<li><code>small<\/code> \u8f03\u9069\u5408 CPU-only \u74b0\u5883\uff0c<code>medium<\/code> \u4fc2\u9810\u8a2d\u901f\u5ea6\u8207\u6e96\u78ba\u5ea6\u5e73\u8861\uff0c<code>large<\/code> \u8ffd\u6c42\u66f4\u9ad8\u6e96\u78ba\u7387\u4f46\u66f4\u91cd<\/li>\n<li>\u6a21\u578b\u67b6\u69cb\u63a1\u7528 transformer decoder only<\/li>\n<li>\u652f\u63f4 instrument presence conditioning\uff0c\u7528\u4f86\u63a7\u5236\u8f49\u8b5c\u6642\u805a\u7126\u908a\u985e\u6a02\u5668<\/li>\n<li>\u64ad\u653e\u529f\u80fd\u5514\u4fc2\u55ae\u7d14\u793a\u610f\uff0c\u800c\u4fc2\u900f\u904e\u5b8c\u6574 SoundFont synthesizer SpessaSynth \u56de\u64ad<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u9650\u5236\u4ea6\u5beb\u5f97\u7b97\u5766\u767d\uff1a\u6b0a\u91cd\u53d7 CC BY-NC 4.0 \u7d04\u675f\uff1bIntel Mac \u8981\u7559\u610f PyTorch \u540c Python \u7248\u672c\u914d\u642d\u3002\u73fe\u6709\u8cc7\u6599\u6307\u51fa\u5b83\u8a13\u7df4\u7528\u5230 170k \u9996\u6b4c\uff0c\u6db5\u84cb classical music \u5230 heavy metal\uff0c\u5b9a\u4f4d\u4e0a\u660e\u986f\u6bd4\u53ea\u9760\u5c0f\u91cf\u771f\u5be6\u8cc7\u6599\u3001\u518d\u7528\u5927\u6279\u5408\u6210\u97f3\u8a0a\u88dc\u8db3\u5605\u65b9\u6cd5\u66f4\u8457\u91cd\u771f\u5be6\u6df7\u97f3\u53ef\u7528\u6027\u3002\u5c0d\u9700\u8981\u9ad8\u8cea\u591a\u6a02\u5668 AMT \u5605\u4eba\uff0cMuScriptor \u76ee\u524d\u6700\u503c\u5f97\u7559\u610f\u5605\uff0c\u4fc2\u5b83\u5514\u518d\u53ea\u5c55\u793a\u300c\u53ef\u4ee5\u8f49\u8b5c\u300d\uff0c\u800c\u4fc2\u958b\u59cb\u8655\u7406\u300c\u8f49\u51fa\u569f\u80fd\u5426\u9032\u5165\u5f8c\u7e8c\u7de8\u66f2\u6216\u5206\u6790\u300d\u5462\u500b\u95dc\u9375\u5dee\u8ddd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/muscriptor.kyutai.org\/\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/muscriptor\/muscriptor\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/MuScriptor\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u628a\u6574\u9996\u6b4c\u62c6\u6210\u53ef\u7de8\u8f2f\u7684 MIDI\uff0cMuScriptor \u63d0\u4f9b\u4e00\u689d\u6bd4\u820a\u5f0f\u8f49\u8b5c\u5de5\u5177\u66f4\u8cbc\u8fd1\u771f\u5be6\u9304\u97f3\u7684\u8def\u3002\u5b83\u91cd\u9ede\u5514\u4fc2\u53ea\u8b58\u55ae\u4e00\u6a02\u5668\uff0c\u800c\u4fc2\u8655\u7406\u6df7\u97f3\u5f8c\u4ecd\u7136\u4fdd\u7559\u591a\u8072\u90e8\u3002<\/p>\n","protected":false},"author":8,"featured_media":10231,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,166,152,76,148,199],"tags":[],"class_list":["post-10232","post","type-post","status-publish","format-standard","hentry","category-133","category-mac","category-python","category-76","category-148","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10232","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10232"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10232\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10231"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10232"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10232"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10232"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}